{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Temporal Fusion Transformer\n",
    "In this notebook, we show two examples of how two use Darts' `TFTModel`.\n",
    "If you are new to darts, we recommend you first follow the [quick start](https://unit8co.github.io/darts/quickstart/00-quickstart.html) notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from darts import TimeSeries, concatenate\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "from darts.datasets import AirPassengersDataset, IceCreamHeaterDataset\n",
    "from darts.metrics import mape\n",
    "from darts.models import TFTModel\n",
    "from darts.utils.likelihood_models.torch import QuantileRegression\n",
    "from darts.utils.statistics import check_seasonality, plot_acf\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Temporal Fusion Transformer (TFT)\n",
    "\n",
    "Darts' `TFTModel` incorporates the following main components from the original Temporal Fusion Transformer (TFT) architecture as outlined in [this paper](https://arxiv.org/pdf/1912.09363.pdf):\n",
    "\n",
    "- gating mechanisms: skip over unused components of the model architecture\n",
    "- variable selection networks: select relevant input variables at each time step.\n",
    "- temporal processing of past and future input with LSTMs (long short-term memory)\n",
    "- multi-head attention: captures long-term temporal dependencies\n",
    "- prediction intervals: per default, produces quantile forecasts instead of deterministic values\n",
    "\n",
    "### Training\n",
    "`TFTModel` can be trained with past and future covariates. It is trained sequentially on fixed-size chunks consisting of an encoder and a decoder part:\n",
    "\n",
    "- encoder: past input with `input_chunk_length`\n",
    "  - **past target**: mandatory\n",
    "  - **past covariates**: optional\n",
    "- decoder: future known input with `output_chunk_length`\n",
    "  - **future covariates**: mandatory (if none are available, consider `TFTModel`'s optional arguments `add_encoders` or `add_relative_index` from [here](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.tft_model.html?highlight=tftmodel#temporal-fusion-transformer-tft))\n",
    "\n",
    "In each iteration, the model produces a quantile prediction of shape `(output_chunk_length, n_quantiles)` on the decoder part.\n",
    "\n",
    "### Forecast\n",
    "#### Probabilistic Forecast\n",
    "Per default, `TFTModel` produces probabilistic quantile forecasts using `QuantileRegression`.\n",
    "This gives the range of likely target values at each prediction step.\n",
    "Most deep learning models in Darts'  - including `TFTModel` -  support `QuantileRegression` and 16 other likelihoods to produce probabilistic forecasts by setting `likelihood=MyLikelihood()` at model creation.\n",
    "\n",
    "To produce meaningful results, set `num_samples >> 1` when predicting. For example:\n",
    "\n",
    "```\n",
    "model.predict(*args, **kwargs, num_samples=200)\n",
    "```\n",
    "\n",
    "Predictions with forecasting horizon `n` are generated auto-regressively using encoder-decoder chunks of the same size as during training.\n",
    "\n",
    "If `n > output_chunk_length`, you have to supply additional future values for the covariates you passed to `model.train()`.\n",
    "\n",
    "#### Deterministic Forecast\n",
    "To produce deterministic rather than probabilistic forecasts, set parameter `likelihood` to `None` and `loss_fn` to a PyTorch loss function at model creation. For example:\n",
    "\n",
    "```\n",
    "model = TFTModel(*args, **kwargs, likelihood=None, loss_fn=torch.nn.MSELoss())\n",
    "...\n",
    "model.predict(*args, **kwargs, num_samples=1)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# before starting, we define some constants\n",
    "num_samples = 200\n",
    "\n",
    "figsize = (9, 6)\n",
    "lowest_q, low_q, high_q, highest_q = 0.01, 0.1, 0.9, 0.99\n",
    "label_q_outer = f\"{int(lowest_q * 100)}-{int(highest_q * 100)}th percentiles\"\n",
    "label_q_inner = f\"{int(low_q * 100)}-{int(high_q * 100)}th percentiles\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Air Passenger Example\n",
    "This data set that is highly dependent on covariates. Knowing the month tells us a lot about the seasonal component, whereas the year determines the effect of the trend component.\n",
    "\n",
    "Additionally, let's convert the time index to integer values and use them as covariates as well. \n",
    "\n",
    "All of the three covariates are known in the future, and can be used as `future_covariates` with the `TFTModel`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read data\n",
    "series = AirPassengersDataset().load()\n",
    "\n",
    "# we convert monthly number of passengers to average daily number of passengers per month\n",
    "series = series / TimeSeries.from_values(series.time_index.days_in_month)\n",
    "series = series.astype(np.float32)\n",
    "\n",
    "# Create training and validation sets:\n",
    "training_cutoff = pd.Timestamp(\"19571201\")\n",
    "train, val = series.split_after(training_cutoff)\n",
    "\n",
    "# Normalize the time series (note: we avoid fitting the transformer on the validation set)\n",
    "transformer = Scaler()\n",
    "train_transformed = transformer.fit_transform(train)\n",
    "val_transformed = transformer.transform(val)\n",
    "series_transformed = transformer.transform(series)\n",
    "\n",
    "# create year, month and integer index covariate series\n",
    "covariates = datetime_attribute_timeseries(series, attribute=\"year\", one_hot=False)\n",
    "covariates = covariates.stack(\n",
    "    datetime_attribute_timeseries(series, attribute=\"month\", one_hot=False)\n",
    ")\n",
    "covariates = covariates.stack(\n",
    "    TimeSeries.from_times_and_values(\n",
    "        times=series.time_index,\n",
    "        values=np.arange(len(series)),\n",
    "        columns=[\"linear_increase\"],\n",
    "    )\n",
    ")\n",
    "covariates = covariates.astype(np.float32)\n",
    "\n",
    "# transform covariates (note: we fit the transformer on train split and can then transform the entire covariates series)\n",
    "scaler_covs = Scaler()\n",
    "cov_train, cov_val = covariates.split_after(training_cutoff)\n",
    "scaler_covs.fit(cov_train)\n",
    "covariates_transformed = scaler_covs.transform(covariates)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a model\n",
    "If you want to produce deterministic forecasts rather than quantile forecasts, you can use a PyTorch loss function (i.e., set `loss_fn=torch.nn.MSELoss()` and `likelihood=None`).\n",
    "\n",
    "The `TFTModel` can only be used if some future input is given. Optional parameters `add_encoders` and `add_relative_index` can be useful, especially if we don't have\n",
    "any future input available.<br>\n",
    "They generate encoded temporal data that is used as future covariates.\n",
    "\n",
    "Since we already have future covariates defined in our example they are commented out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# default quantiles for QuantileRegression\n",
    "quantiles = [\n",
    "    0.01,\n",
    "    0.05,\n",
    "    0.1,\n",
    "    0.15,\n",
    "    0.2,\n",
    "    0.25,\n",
    "    0.3,\n",
    "    0.4,\n",
    "    0.5,\n",
    "    0.6,\n",
    "    0.7,\n",
    "    0.75,\n",
    "    0.8,\n",
    "    0.85,\n",
    "    0.9,\n",
    "    0.95,\n",
    "    0.99,\n",
    "]\n",
    "input_chunk_length = 24\n",
    "forecast_horizon = 12\n",
    "my_model = TFTModel(\n",
    "    input_chunk_length=input_chunk_length,\n",
    "    output_chunk_length=forecast_horizon,\n",
    "    hidden_size=64,\n",
    "    lstm_layers=1,\n",
    "    num_attention_heads=4,\n",
    "    dropout=0.1,\n",
    "    batch_size=16,\n",
    "    n_epochs=300,\n",
    "    add_relative_index=False,\n",
    "    add_encoders=None,\n",
    "    likelihood=QuantileRegression(\n",
    "        quantiles=quantiles\n",
    "    ),  # QuantileRegression is set per default\n",
    "    # loss_fn=MSELoss(),\n",
    "    random_state=42,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train the TFT\n",
    "\n",
    "In what follows, we can just provide the whole `covariates` series as `future_covariates` argument to the model; the model will slice these covariates and use only what it needs in order to train on forecasting the target `train_transformed`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d6a7be1651ad4019be9435e85935349a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TFTModel(hidden_size=64, lstm_layers=1, num_attention_heads=4, full_attention=False, feed_forward=GatedResidualNetwork, dropout=0.1, hidden_continuous_size=8, categorical_embedding_sizes=None, add_relative_index=False, loss_fn=None, likelihood=<darts.utils.likelihood_models.torch.QuantileRegression object at 0x7f92e0d64c70>, norm_type=LayerNorm, use_static_covariates=True, input_chunk_length=24, output_chunk_length=12, batch_size=16, n_epochs=300, add_encoders=None, random_state=42)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_model.fit(train_transformed, future_covariates=covariates_transformed, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Look at predictions on the validation set\n",
    "We perform a one-shot prediction of 24 months using the \"current\" model - i.e., the model at the end of the training procedure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cbee4be48a6b40ce9ce469112c0bd884",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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5cykrK+OMM87g008/ZfPmzbz88st8/vnnAIwcOZItW7awYsUKGhsbCQQC2Gw2DjvsMO69917Wrl3Lxx9/zC233JL0uePGjWPZsmW8++67fPfdd9x6660sXbq0T7+7EEIIIURX+AKwvR42bteC9OXLl3PooYdy88039/PI+pYE6X3IYDDw/PPP89VXX3HggQdy3XXXcf/99+vvWywW3nvvPUpLSzn55JOZNGkS9957L0ajEdAmnZ544ol873vfo6SkhOeeew7QJp+Gw2GmTZvGtddey9133530uVdccQVnnXUW5557LoceeihNTU387Gc/67svLoQQQgjRRW0elagKm2uhuS3KT37yE7788kvuvfdeamtr+3t4fUZRE4uZxT4lGo1SVVVFZWWlXtsuBi65n4OP3NPBRe7n4CL3M33eXxal0QkeP7Rtf5Prf3qa/t7XX3/NlClTUv6ZmXg/M2MUQgghhBBinxcOq7R5IMsCRfkqf3rkN0nvJ87lG+wkSBdCCCGEEBnBG4BgCLLMsGn1h2xcl9yJToJ0IYQQQggh+pgvAP6Qlkn/x5O/afe+BOlCCCGEEEL0Ma8fIlFYveITVn71MQCKEu+XLkG6EEIIIYQQfcwXBAX459/u0ffNPv58fVuCdCGEEEIIIfqY06WybeNSln7+LgDlQ0dxztx422gJ0oUQQgghhOhjTje8+e94Lfrceb/CUViqv25u3neCdFN/D0AIIYQQQohAUGXN6pUs++y/AJQMGcYJp15EwO/Vj2lskiBdCCGEEEKIPuMLwIfv/EN/fd5FN2KxZGEymVEUBVVVadqHgnQpd9nHzZ07l+uuu66/h9HvnnnmGRwOh/76jjvu4OCDD+638QghhBD7Gm8AGuqq9deHH3UqAAaDAXtOPgAtTgnSRRosWrSIU089lYqKChRF4bXXXuvSeZs2beLMM8+kpKSEvLw85syZQ11dXdIxX3/9NccddxwOh4OioiIuv/xy3G63/v7ChQtRFAWn05nCbzQwjRw5kocffjhp37nnnst3333XPwMSQgghBF4/tDkb9NeOgngtem5eAQCtEqSLdPB4PBx00EE89thj3Trn+OOPR1EUPvzwQz799FOCwSCnnnoq0WgUgNraWo499ljGjh3LkiVLeOedd1i9ejXz5s1L0zdJPVVVCYfD/fb5NpuN0tLSvR8ohBBCiLTw+lVcrfUAWG12rLZs/b2cXC1Id7mchELRfhlfX5MgvQ+ddNJJ3H333Zx55pldPufTTz9l69atPPPMM0yaNIlJkybx7LPPsmzZMj788EMA3njjDcxmM4899hjjx49nxowZ/OUvf+Hll19m48aNbN26le9973sAFBQUoChKUgAfjUb55S9/SWFhIWVlZdxxxx17HNO8efM444wzmD9/vp7dv/LKKwkGg0nX/O1vf8uoUaOw2WwcdNBBvPTSS/r7scz+22+/zbRp08jKyuKTTz4hGo1y3333MXbsWLKyshgxYgS/+U18lnd1dTVz5szB4XBQWFjI6aefztatW9uN7YEHHqC8vJyioiL+7//+j1AoBMDRRx9NVVUV1113HYqi6Ask7F7u0pEnn3yS/fffH6vVyoQJE/jTn/6kvxcMBvn5z39OeXk5VquVyspKfvvb3+7xekIIIYSIa3GhB+kFhcmJs1gmPRqJUFvv6vOx9YdBM3F0+mVRdjb3/eeWFcKyJ9L3rBMIBFAUhaysLH2f1WrFYDDwySefcOyxxxIIBLBYLBgM8XHYbDYAPvnkEy644AJefvllfvjDH7J+/Xry8vL09wH+/ve/c/3117NkyRI+//xz5s2bxxFHHMFxxx3X6bg++OADrFYrCxcuZOvWrVx88cUUFRXpAfVvf/tb/vnPf/KXv/yFcePGsWjRIn784x9TUlLC7Nmz9evcdNNNPPDAA4wePZqCggJuvvlmnnjiCR566CFmzZrFjh07WLduHQChUIgTTjiBmTNnsnjxYkwmE3fffTcnnngiq1atwmKxAPDRRx9RXl7ORx99xMaNGzn33HM5+OCDueyyy3jllVc46KCDuPzyy7nsssu6fB8WLFjAbbfdxh//+EemTJnC8uXLueyyy7Db7Vx00UU8+uijvP766/z73/9mxIgRVFdXU11dvfcLCyGEEIJoVKW5NYy7rQkAR04xaiiKYtZim1iQDlCzo4XKofn9Ms6+1K0g/aWXXuLVV19l48aN/OQnP+GKK67o8Lhnn32WN954g7q6OoqLi5k3bx6nnXZaSgbcmZ3NUNOw9+MGmsMOOwy73c6vfvUr7rnnHlRV5aabbiISibBjxw4Avv/973P99ddz//33c8011+DxeLjpppsA2LFjB0ajkcLCQgBKS0v1jHGsXGby5MncfvvtAIwbN44//vGPfPDBB3sM0i0WC0899RTZ2dkccMAB3Hnnndx4443cddddhEIh7rnnHt5//31mzpwJwOjRo/nkk094/PHHk4L0O++8U/8cl8vFI488wh//+EcuuugiAMaMGcOsWbMAeOGFF4hGozz55JN6Bvzpp5/G4XCwcOFCjj/+eED7a8Ef//hHjEYjEyZM4Ac/+AEffPABl112GYWFhRiNRnJzcykrK+vyfbj99tt58MEHOeusswAYNWoUa9as4fHHH+eiiy5i27ZtjBs3jlmzZqEoCpWVlV2+thBCCLGv8wehobFRf51vcBBZ0YxhVA5KURY5uQ79vdqdzcDIPh9jX+tWkF5cXMzll1/OO++8s8fjFEXh7rvvZuzYsWzevJn/+7//Y8SIEWntllFWmLZL99nn3nPPPdxzT3wZ3DVr1jBixAhefPFFfvrTn/Loo49iMBiYO3cuU6dO1TPnBxxwAM8++yzXX389N998M0ajkauvvpohQ4YkZdc7M2nSpKTX5eXl1NfX7/Gcgw46iOzseK3YzJkzcbvdVFdX43a78Xq97YL8YDDIlClTkvZNnz5d3167di2BQIBjjjmmw89cuXIlGzduJDc3N2m/3+9n06ZN+usDDjgAo9GY9H2++eabPX6fPfF4PGzatIlLLrkkKfseDofJz9ee5OfNm8dxxx3H+PHjOfHEEznllFP0hwYhhBBC7JkvAA0N8djDkV2E6gwSWd6MYXg2udnxzPm2mn1j8mi3gvSjjz4a0Oqk9+TCCy/Ut8eNG8eMGTP49ttvOw3Sg8FgUj0zgMlk0ssXuuLLx7t8aMrFMtI9OS/x3Msvv5yzzz5bf11WVkY0GuXYY49lw4YNNDY2YjKZcDgcVFRUMGrUKP388847j/POO4+6ujrsdjuKovD73/+ekSNHJn3O7tug/ax3/w6RSKTT76WqarvvnXjNtrY2AP773/8ydOjQpHOzsrKSxmCz2fTtWEnP7j+XGJfLxbRp0/jHP/7R7r2SkhKi0Siqqnb4fXa/pqqqnY5/9+8Y+z6PP/44hx56aNJ1jUYj0WiUgw8+mE2bNvH222/zwQcfMGfOHI455hhefPHFdmNNl92/gxj45J4OLnI/Bxe5n6nl8am0tsQ71znyizCWZaH6w6jbXNjd8ZiwrqGZQDCC2aSk7PP7+n52JYma9pr0cDjMt99+yw9+8INOj3n66ad54oknkvadc845zJkzJ93D61cNDQ1UVVUl7TObzfp2TU1Nh+e9/fbb1NfXM23atHbng5ZZ/ve//01WVhYTJkygqqqK5matYH/r1q0UFBQkHe9yuZKu4/P5MJvNHV4btMzy8uXLWb9+PVarFYC33noLu91ONBolJycHi8XC8uXLGTlyZNK50WiUqqoqvYVkdXU1ra2tgBakW61WXnzxRc4999x2n1tZWcnzzz+P3+9vl013Op04nU48Hg8+ny9p7G1tbfj9fn2foig0NjYmHdPU1KSPLXa9YDCovx4yZAjLly/XS28SJV7nsMMO47DDDuPII49k3rx5rFy5cq8TUlNNauEHH7mng4vcz8FF7mfqVGSv1bfHHl7AqCPjE0RHhe3wH227wLSJ2pptaRlDX93PUaNG7fWYtAfpDz30EOXl5Xptckcuvvhizj///OSBdTOTPhC43W42btyov/Z4PLS0tFBYWMiIESM6Pe/pp59m//33p6SkhM8//5zrrruOa6+9Vu/YAvDYY48xc+ZMcnJyeP/995k/fz6//e1v9VIWk8mEoiisXLmSk08+GZvNpper5ObmJtVQ22w27HZ7p3XVdrudcDjMnXfeya9//Wu2bt3KH/7wB37+85/rv3Q33HAD99xzDwUFBcyaNYvW1lY+++wzcnNzueiii9iyZQsAw4cPTwpif/WrX3HfffdRVlbGEUccQUNDA6tXr+aSSy7hqquu4umnn+aaa67hjjvuYNiwYVRVVfHqq69y4403MmzYMOx2O6FQKGnseXl5escVgLFjx/LNN99gMpnIysqiuLiYoqIiDAaDfozD4cBiseiv77zzTq699loqKys54YQTCAQCLFu2DKfTyXXXXcdDDz1EWVkZU6ZMwWAwsGjRIsrKypg0aVKXnpZTIRqNUl1dzfDhw/vsM0V6yT0dXOR+Di5yP1Nr+YYoS9dF9NeR2nK2LI4n5PzbShKONXCedQQjhqQ2k55p9zOtQfrTTz/N0qVLeeKJJ/SJfh2xWCyDLiDvyNdff50UWP/iF78A4KKLLuKZZ57p9LwNGzbw61//mubmZkaOHMmvf/1rvYVgzNKlS7njjjtwu91MmDCBxx9/nAsuuEB/f/jw4cyfP5//9//+H5dccgkXXnghTz31FKBllhN/IWOtCTv7JVUUhWOOOYb99tuPo48+mkAgwNy5c5k/f75+zt13301paSm/+93vuOKKK3A4HEydOpX/9//+HwaDQT8ucRvgtttuw2w2c8cdd1BbW0t5eTlXXnklBoOBnJwcFi1axK9+9SvOPvtsXC4XQ4cO5ZhjjsHhcGAwGDoce+znFNt31113ccUVVzBu3DgCgQCqqiaNp6NzLr/8cnJycrj//vv55S9/id1uZ9KkSVx77bUYDAby8vJ44IEH2LBhA0ajkRkzZvDWW29hMvV9A6Xdf6Zi4JN7OrjI/Rxc5H6mRosL3K3xiaOOvFLUSDzOyc0t0rc9bidtns7jlN7IpPupqLHi22645557KCoq6rS7C8C///1vFixYwJNPPklJSUmnx4n+EyvvqKys7NYv5Lx583A6nV1eMVX0jZ7eT5G55J4OLnI/Bxe5n6kTiai8/qnKY7+7jA/e0hKIf53/MaOHH6Afs37Lcv7vLq0hxbGnXsmvbnuMY6en7ueeifezW2m+cDisTyiMRCIEAgFMJlNSJw3QFteJ1ZlLgC6EEEIIITrjDUAgCK62hO4uecVJx+TaHfp2wOuk1Q2BoEqWJXUlL5mmW48Kf/vb3zjiiCN47bXXeOqppzjiiCN46623WL58OUceeaR+3F//+ldaWlqYO3cuRx55JEceeaReWiGEEEIIIUSMLwCBELQ54wve5OcUJR2Tk+2IH+9qxhsAl7evRtg/upVJv+KKKzotcVm8eLG+/frrr/duVCKj7al+XgghhBCiO7x+iES1ID3bOIQLhjzCysfrMAzLpnCcjfKxFuzZefrxnrYWgmEtSC929N+4063vZ7UJIYQQQgixiy+g/X9Lcz1zSv7AaX4HbN4Bm4FF4FcM7Mixc1LZb3l758242lowKNDqUQEpdxFCCCGEECLlWj0qkZAXn9fNBCravW9Ro1S6XPw0OIWirANxu5zYzCr1g3zhUQnShRBCCCEGgFa3yvptKtFotxvzZbTmNgh4tXr0yrAWmraZzKyePpK1Q0tpMmsrkhuBA3NOxeVxYiVCqwf8gcH1s0gkQboQQgghxABQ3wJL16p8Vz14AtNgSMUXAL+7HodlLPlRbUGj+rwcpp5XzMHXjaDt1PjqnBMtBxGJhlHcTnwBaBvEk0clSBdCCCGEGACcbpVWD3z9HWyvHxyBeiAEoTC42+qpzJ6l7/cX2fTtEZNtxNYinRjVur74mpoIhQd3hxcJ0oUQQgghMpyqqjQ4ocQBKrBsvUqLa+AH6uGI9j9Xaz0jLAfq+43l8SA9O8dIrT0HgJGhCNnGIbhqGzAatQeXwUqCdLFHW7duRVEUVqxY0d9D6XdHH3001157rf565MiRPPzww/02HiGEEPsOXwA8PrBlQUURtLRppS++AV6THQpr7Rdbm+oZaazU9+dVWpOOay3LBbTAdULuabQ1NJJFlBZXX462b0mQ3ocWLVrEqaeeSkVFBYqi8Nprr7U7RlVVbrvtNsrLy7HZbBx77LFs2LBhr9f+4IMPOPzww8nNzaWsrIxf/epXhMPhpGNWrVrFkUceidVqZfjw4dx///1J78+bN48zzjijN19xUFi4cCGKouB0OpP2v/LKK9x11139MyghhBD7NLdPW5nTlgWKojBiCGyrg+XfqYTDAzdQD0cgGoW2pjoq1Xx9f9kYS9Jx5tE5+vZE62G4WlswBcJ6+8bBSIL0PuTxeDjooIN47LHHOj3mvvvu49FHH+Uvf/kLS5YswW63c8IJJ+D3+zs9Z+XKlZx88smceOKJLF++nBdeeIHXX3+dm266ST+mra2N448/nsrKSr766ivuv/9+5s+fz3PPPZfS75hOwWCwXz+/sLCQ3Nzcfh2DEEKIfZPbpwW0JqPWF9xoVBhWCmurYN22gR2kq0BzQz2Vu3KLDZYssnOMScdVTMrWtycyFLfHidkfIhRmQD+k7IkE6X3opJNO4u677+bMM8/s8H1VVXn44Ye55ZZbOP3005k8eTJ///vfqa2t7TDrHvPCCy8wefJkbrvtNsaOHcvs2bO57777eOyxx3C5tL8DLViwgGAwyFNPPcUBBxzAeeedx1VXXcXf/vY3AO644w6effZZ/vOf/6AoCoqisHDhQv0zNm/ezPe+9z2ys7M56KCD+Pzzz/f4XRVF4c9//jMnnXQSNpuN0aNH89JLLyUdU11dzZw5c3A4HBQWFnL66aezdetW/f1YZv83v/kNFRUVjB8/HoDt27czd+5cCgsLsdvtTJ8+nSVLlujn/ec//2Hq1KlYrVZGjx7N/Pnzk/6qoCgKTz75JGeeeSbZ2dmMGzdOXyV369atfO973wOgoKAARVGYN28e0L7cZXdOp5NLL72UkpIS8vLy+P73v8/KlSv191euXMn3vvc9cnNzycvLY9q0aSxbtmyPP0chhBACoM2jYtgtarNaFHJsWkZ9oArt+s9zoCmb7GgUgOa87HbHFVeYaTBr2fXxIQNtXg8md4hwBEKRdocPCoNmxdFPvv85wfq+/5uHpTSLWR/OTMm1tmzZws6dOzn22GP1ffn5+Rx66KF8/vnnnHfeeR2eFwgEsFqTa7dsNht+v5+vvvqKo48+ms8//5yjjjoKiyX+56Pjjz+e++67j5aWFm644QbWrl1LW1sbTz/9NKBljmtrawH49a9/zQMPPMC4ceP49a9/zdy5c9m4cSMmU+e/Qrfeeiv33nsvjzzyCP/4xz8477zz+Oabb9h///0JhUKccMIJzJw5k8WLF2Mymbj77rs58cQTWbVqlT7ODz74gLy8PP73v/8B4Ha7mT17NkOHDuX111+nrKyMr7/+muiuf7AXL17MhRdeyKOPPsqRRx7Jpk2buPzyywG4/fbb9bHNnz+f++67j/vvv58//OEPnH/++VRVVTF8+HBefvllfvjDH7J+/Xry8vKw2Wx0xTnnnIPNZuPtt98mPz+fxx9/nGOOOYbvvvuOwsJCzj//fKZMmcKf//xnjEYjK1aswGw2d+naQggh9m0NTrBZ2u+3ZmllMIGgSpZl4K2+Gd4VYNtcw/R9oWJ7h8fWOLIoaQhiVaMEWosxtAUJB6MEQ0ZsWX0x2r41aIL0YH0A/46BXZi0c+dOAIYMGZK0f8iQIfp7HTnhhBN4+OGHee6555gzZw47d+7kzjvvBGDHjh36tUeNGpV0Xuxzdu7cyQEHHIDNZiMQCFBWVtbuM2644QZ+8IMfAFqAe8ABB7Bx40YmTJjQ6bjOOeccLr30UgDuuusu/ve///GHP/yBP/3pT7zwwgtEo1GefPJJFEX7l8rTTz+Nw+Fg4cKFHH/88QDY7XaefPJJPWj/61//SkNDA0uXLqWwsBCAsWPH6p85f/58brrpJi666CIARo8ezV133cUvf/nLpCB93rx5zJ07F4B77rmHRx99lC+//JITTzxRv25paSkOh6PT75fok08+4csvv6S+vp6sLO3fFA888ACvvfYaL730Epdffjnbtm3jxhtv1H9m48aN69K1hRBC7NsCQZU2Dx0GollmcHu1QD2rgyA+08Uy6UXB+EqjpqEdJ8f8FSbQ1jwiu7UMQzBMxBUmFDZ2ePxAN2iCdEtp/zxC9fXnnnTSSSxevBiAyspKVq9ezfHHH8/999/PlVdeyQUXXEBWVha33norixcvxrD738Z6aPLkyfp2eXk5APX19XsM0mfOnNnudaxLzMqVK9m4cWO7Gm+/38+mTZv015MmTUrK/q9YsYIpU6bogfTuVq5cyaeffspvfvMbfV8kEsHv9+P1esnOzm73fex2O3l5edTX13f6XfZm5cqVuN1uioqKkvb7fD79+1x//fVceuml/OMf/+DYY4/lnHPOYcyYMT3+TCGEEPuG2KTRIQXt38syQzCkdX8pGIDTpgIhFSUSoSJaqu9zVHYcW+WPM8GuKtIyTz7GSJSoO0woPAjT6AyiID1VJSf9KZbBrqur0wPh2OuDDz4YgCeffBKfzweQVCpx/fXXc91117Fjxw4KCgrYunUrN998M6NHj9avXVeXXLQWe91R5nx3iZ8Vy3zHSkx6wu12M23aNBYsWNDuvZKSEn3bbk/+k9feSk/cbjfz58/nrLPOavdeYknQ7mUmiqL0+vuUl5cn1fHHxLLxd9xxBz/60Y948803efvtt7n99tt5/vnnO52jIIQQQoAWpAdDYDG3L2dRFAUVFW/n/SUymj8AobZmKqM5QIQIUDbKghpVQYnHHAAjJthxG5rJiUYY64WooqC4QwTDnV5+QBs0QfpgMGrUKMrKyvjggw/0oLytrY0lS5bw05/+FIChQ4d2er6iKFRUaH8ueu655xg+fDhTp04FtCz2r3/9a0KhkB6gvv/++4wePZqCAu3R3GKxEImkbvbFF198wYUXXpj0esqUKQBMnTqVF154gdLSUvLy8rp8zcmTJ/Pkk0/S3NzcYTZ96tSprF+/PqkEprtimfvu/CymTp3Kzp07MZlMjBw5stPj9ttvP/bbbz+uu+465s6dy9NPPy1BuhBCiD1yeVWUPZSbKwq4fSow8GrS/UFw1e9k9K4OLXUWCyOjEdQdQRSDgorW/QUFchUrX5rDTA8oFETCNDSqGIxhvWRmsJHuLn3I7XazYsUKveRjy5YtrFixgm3btgFakH3ttddy99138/rrr/PNN99w4YUXUlFRsdf+5ffffz/ffPMNq1ev5q677uLee+/l0UcfxWjU6rR+9KMfYbFYuOSSS1i9ejUvvPACjz76KJdccol+jZEjR7Jq1SrWr19PY2MjoVCoV9/3xRdf5KmnnuK7777j9ttv58svv+TnP/85AOeffz7FxcWcfvrpLF68mC1btrBw4UKuvvpqtm/f3uk1586dS1lZGWeccQaffvopmzdv5uWXX9a7zdx22238/e9/Z/78+axevZq1a9fy/PPPc8stt3R53JWVlSiKwhtvvEFDQwNut3uv5xx77LHMnDmTM844g/fee4+tW7fy2Wef8etf/5ply5bh8/n4+c9/zsKFC6mqquLTTz9l6dKl7L///l0elxBCiH1TY+ue680tZmjd+3+qMlIgBE3rnGSp2l+zd1oBXwSlwo5hRjGGqUUYDyrEOD4fo2JiHdX6uXUb/RCMEAxJC0bRS8uWLWPKlCl6Nvn6669nypQp3Hbbbfoxv/zlL7nqqqu4/PLLmTFjBm63m3feeadd95bdvf322xx55JFMnz6dN998k//85z9JgX1+fj7vvfceW7ZsYdq0afziF7/g1ltv1SdPAlx22WWMHz+e6dOnU1JSwqefftqr7zt//nyef/55vZXkc889x8SJEwHIzs5m0aJFjBgxgrPOOov999+fSy65BL/fv8fMusVi4b333qO0tJSTTz6ZSZMmce+99+oPIyeccAJvvPEG7733HjNmzOCwww7joYceorKystNr7m7o0KH6BNQhQ4boDxZ7oigKb731FkcddRQXX3wx++23H+eddx5VVVUMGTIEo9FIU1MTF154Ifvttx9z5szhpJNOYv78+V0elxBCiH1POKzS4uq4s0uM1QxOD0SjAytYjUZVgmHwbYmnwp05YdRwFCXfhKHYimGIDUNFNsowO4rNyFZWxc+v9mKIqvi9PS9XzWSKqqoD646KlIlGo1RVVVFZWZmyCaYxiqLw6quvygqmfSid91P0D7mng4vcz8Glr+6n06Xy1hcqBblgy+q4nMXtVfEE4JSZCnbbwCl5CYZU/vupyufXfMT3t2uB+nsHRvjBCZMwHlSIoSK5X3rk2xZ++quTeSBwJyZUdtiyyblkNMN+UMoRh/SupXEm/vOZGaMQQgghhBDtuH1a3bZ1D5n0LAsEglqHl4EkHIFwKEqeK95CMbsiCoqCYm3fVlFxWMi2Gti0qx98uc+LzxXB6xmcmXQJ0oUQQgghMpTbp02cVPYwc9RsUghHtDaNA0koDBF/lCG7OtOEFIWyCjNYFMjqIEjPMZOTnc9q4t3qGjYF8A/SIF26u4i0kCoqIYQQovea21QsXYjWVBhwbRjDEQi6I5QHggBsNxkpys1DsRjB2kEeOcdEbm4Ba3csB7RFD8O1fkIBlXBYxWQaOKU+XSGZdCGEEEKIDBSNqjS2xlcaVcNR1JYAqi/cLhlmMkCbZ2AlyMIRaFznxaQ1WaTK4CbfUgh2E4qxfYiqmAzkFhSyxv26vi+vwU0kGCWUug7SGUMy6UIIIYQQGcjj10pYcnfNn1QbA0RWt4BBQbGZUPLNKLlmlDwLWRYTzgHWhjEUBt9Gj/66mjqylGkoOZ1PAs0tKsIZ3EiNycTQcJhhbheutgjBUPxhZrCQTLoQQgghRAZye7XJoLFJo6o3DIGoNqnSH+HTd1/jrLkjeXj+T8kya/XrofDAyaaHI8B2r/663lANqkrAZGRbndph6WxuUREAW427Vl9XVdp2BAblgkYSpAshhBBCZCC3D6IqGA27aq1dIRSLAcVmgnwzj79zF62eJl7/6ClCnmYCwYFVlx4Kg60+nkl3ZW1BAVxhAwYFGpztz8kp0YJ0J/Hg3lMXIihBuhBCCCGE6AtOt4ppV6SmRlRUVwgs2o5vvvuc2vot+rGB1kb8oYHVhjEcgcJWLUj3KwYM2Y2oFgN+o5HyYnB52/9lIC+/EABntC1+naagZNKFEEIIIUT6qapKgzOhzjoQQQ1GwaK1Jnz3k+eSjve2tBCNDqw2jK1NYUoDWtnKNrNCQU4RisVI2GikvEhhxBDY0ZR8Tk5eAQBONf5GpDUsQboQQgghhEg/XwA8voQg3R+BYBQsBrw+Fx8v/U/S8e7mFhQFPL6BU5O+aYlHD0SrlDYc2YVgNWCwGMi3w4GjFAwKuBO+U24sSA/X6/tUd4iAf/D1SpcgXQghhBAiwwRCEAyj90hX/VqPQcWg8PHS/+APepOO97S0YDFBq2f3K2WuxjXxwW6L1OCwFRHMtmAxQbYVyopg3HCoa46vvxIL0lvCNfq5Rm+YgFeCdCGEEEIIkWbhCESiYNq18Ka3LsCKD9ysWeTincX/bne8q6mZLAs43QNnQcFgU0jfbok24LAXETIZsVrAbtVWWZ04UsGRA42t2nE5OQ4AnKEq/VyzP4TXLUG6EEIIIYRIs3AYIhEw7IrUVv+tlgOWVzHm9fVc77qTM0ofxm4s14/3tDrJIoovAP5gPw26m8Jt8UJyd7SZgpxi/EYjdhtYzFpHm9xshQNHK7R5IBxRMZnN2LJzcAY36udm+UP4vAPjwaQ7JEgXQgghhMgw4QigaNlkNRwlt8alv1cWDnNZeALPOp7lp+XPU2I9GLfbSVY0QiA4MDq8RCIquOOZdE+4ifz8YgKKkaK85GNHV8Dw0vgk0ty8AnyRRvyKFsZmB0P4pdxFCCGEEEKkWzhhmfuoN0ypR6vfDqPo+21qlFMCDh7IfQC3x4M5EiEYHhi90kNhMHjjQbo7UofDUUrYZCTPriQdazZpZS+RqJZNz8ndNXnUqIWxOaEQYb9KeAAt5NQVEqQLIYQQQmSYxCC9aYOP7Ki2Y3lWhCv8v+HD/Ag+g1awXhwJE3WVQkDLJg+ENozhCJh88XIXT7gOR3ExmA3Yre2PH1IIBbnQ4kro8GLQvm9eJITfHR50CxpJkC6EEEIIkWESg/TGbxK6oKiNbPcuxnFqC2v3L9H3W/1DUT2hAdOGMRzRJnzqTF7UHJve2WV3ZpNC5RBtgSM9SFfi57ftHHy90iVIF0IIIYTIMKGwCrtibc/GhCA9vJnC/FIOmXQs2SNs+v7CUDGqK0yWGZrbdr9a5glFIGtX6juEQrbNTMBiJmtXZ5eOlBcpmIyQbXcA4CTehtKzIyBBuhBCCCGESK9ACIy72i9S69P3VwWWc+zMORiNJsr3y9X3l4fywBvBqkRx+XZNzMxg4TDYdkXVbqORgtwiggYjditkWZQOzynOh8I8MFt39UpX408jwcaQlLsIIYQQQoj0CoTAaAA1GMHeEs8YV3s+4djD5wBQPNSMZ1dd+vCQETUYIUuN4B8AHV7CEbCFtXIVjwEcOcX4FQOFeZ2fYzQqjCyLB+nOaFP8es6gZNKFEEIIIUR6BYJakB71xDu71JlMhJRWKsv3A8BgUKgya8eXhkN4nBEsYa0NY6ZPHvX5o9h3TYZ1K1Ec+cWETEYcOR1n0WPKChXy8hwAOCMN+n7VHSYYyOy/HnSXBOlCCCGEEBkmVu7StDHe2WWbMUhJwVCMRpN+XK05nmXfsS2IMRwlEs38NozNOxMWMlIiOBylqCZDh5NGExXmwZBSBwDO8A59v8ETIuAbXL3SJUgXQgghhMggqqoSCmuZ9MZv4kH4NrWRsvyhqOF4MFpnbtS3W2v8qB6thCTTy12aaxMWMiJIbmEJFovS6aTRGINBYUxlIQDOUJW+3+wPE/BGOjttQJIgXQghhBAig4QjEIlqQbpnU3JnlyHFI6Dej+oMokZV2my1+vtqkx+1LYzJCC5vZpd+tNUlZNLxYy8oxWruuP3i7kYO21WTHtys78sKhPB6Mvs7d5cE6UIIIYQQGSQcgUgEjIoKOxIy6YEVlI0YhWFyAZgU1DofYVu1/n5uawB8EUzRaMbXpLsaElYbVb1k55eQbQOrZe/njhiqBenucA0hRathtwVC+L1S7iKEEEIIIdIklkk3hKPYW+LtF7d5FlM2bBSGYXaM04owjMnDZo1Sb9Jq1Id4fET8YYwhrcNLJvM2JWTSoy4seaUU5ICi7HniKEBhYaG+3bqrPj8nFMIvmXQhhBBCCJEusSBd8Ycp8WiZ9DqTCX+0ibJhowBQbCaM++WRN7yULUYtbW6PRmjeEcG0q8OLqmZu0BpsSahJV13Y8kooyN17gA5QUFCgbzt39ZLPDQcJeCKEw5n7nbtLgnQhhBBCiAwSC9LbtviwR7WM8zajlhofMrwy6dicokK2qvX66/rqIMZQhEhUu04mUlWVcFtiJr0FW35xl+rRASwWC9nZ2QC0GrTrGAFX3eBa0EiCdCGEEEKIDBIOazXpDd8mTBpVGzEYjJQMG5F0rL2ggK2h9frrQH0Qkz9MOJK5QXo4AqornkkPKR5sOVl77eySKJZNdxIvB3LtGFwLGkmQLoQQQgiRQcIRQAHf5oR69MgWSguGYtptZmVufgFb/Uv018ZmPwZPkEiEjA1YwxFQvPHBRS1+rFaly5l0iAfpzWqrvs9XH8rY79wTEqQLIYQQQmSQcASI7tbZxb+cIUNGtDvWnpNPjfczvctJfqsXQyBKOBDN2Ex6KAxGbzyTjiWELQtsWV2/RixIbwk36fvCLUEpdxFCCCGEEOkRjoASiGB3xjPp1d5PKCuvbHdsTq6DiBqg2qSFdEN8PsKeMFFfJGOzyuEImHzx9jOG7AgFuV3r7BIT6/DijDTo+6KuMMGgTBwVQgghhBBpEI6AGozonV3qTSZ8kUbKKka2OzYn1wHAVoMbACMqddvCqP7MDtItgXgm3ZJj6HJnl5iioiIAWsLxxZwMnhCBQdQrXYJ0IYQQQogMEgqreLYH9M4uVbs6u5QNHdXuWHtOPgBbIvFFjZy1QQzBSEaXu1hD2uA8BiO5+YXdmjQKCZn08DZ9n8kXJhSQTLoQQgghhEiDQAjcmxLq0dVGAIYMH9nuWLs9D4Cq0Lf6vnB9ALzhjM6kZ4e1wXkMCnl5Jd2aNArxTLozuFnfZwmECHgz9MmkByRIF0IIIYTIIIEQhKsTgvTIFgDKK0e3O9ZoMmHLzmGLd7G+z9biR8ngTHogGMUe0YJ0t6LiKCjq1qRRiGfSXaFqImilMrZACI9bMulCCCGEECINAkEw7Uzu7GIwGCkpHdbh8Tm5DpoDa2kzaMtvFrk9GIIRghm6+qbbGcW8azVUtxIl31GMydi9a8Qy6SpR2kwmAHJCQQI+qUkXQgghhBBpEAhBbnN8IaNq7yeUFA3FuCsY3Z0+edSsBagFoSDe5jA+f2YG6S0745NG3UqI/MJizN0M0mOZdIDWXZ1t8kIhPG1RVDUzv3d3dStIf+mllzj//PM59NBDefzxxzs9LhqN8uCDD3L00Udz/PHHs2DBgl4PVAghhBBisFNVlWBQpXT3zi5l7dsvxsQmj25V4z3DW7cH8XszM1htqo0Xy3sI4CgqwdjDTDpAm1H7niZUXHXBjC3z6a6OH8k6UVxczOWXX84777yzx+NefvllvvrqK1555RXcbjdXXHEF48aN45BDDunVYIUQQgghBrNwBJqqApRHduvsUtF5kJ6T4wBgS2QzoGWYgzsD+H2ZGaS76sPk7Np2qz6Ki4u71SMdkjPpbcZ4Zr6tVlt11NytCDczdesrHH300QB8+umnezzurbfe4sc//jGFhYUUFhZyxhln8Oabb3YapAeDQYLBYNI+k8mExWLp8HiRGtFoNOn/xcAm93PwkXs6uMj9TD9VVVm2bBnPPvssH3/8MRdffDHXX399Wj4rXfczGFJp+cZF+a7X1buy42XDRhIIRmhxQbEDzMZ4UJuTq2XSqwJfg2k6AMYmH+FgmEjE0O0AON28TfGYz4OH4iH53f45xlYcBWhVvIANAH9TkGAwitXSve/c1/98Ggx7L2ZJy3PG5s2bGTdunP567NixfPLJJ50e//TTT/PEE08k7TvnnHOYM2dOOoYndlNdXb33g8SAIfdz8JF7OrjI/Uy9+vp6XnvtNV5++WU2bNig7//1r3/NaaedhtlsTttnp+N+2psSVhqNbAXggPF57FdaDaXtjy8r0gK+KvfHRB2XYwAcHh8HjN3Jtm3tj+9vNn9A3w6YAoyqqKOqqvvXycrKIhAI4FKagaEAFBR4aWnaRkvTns/tTF/98zlqVPue97tLS5Du8/mw2+36a7vdjtfr7fT4iy++mPPPPz95YJJJT7toNEp1dTXDhw/v0hOdyGxyPwcfuaeDi9zP9Hj++ee56KKLCIfbNwUPBoNkZWUxfPjwlH9uuu6n06XSVLuJWHFLS3gHAOb8KSxaN5yp+ylkmWHNVhWnG0oLAIvW9cUfbaLBksWQYICSVg9ff13CiSfbsGVlTiY9GlVp2LmNil2vg0qAFv8wDh7fzaJ0tDLsmpoaGoL1xIL0HV+B2T6ciuLu3ZNM/OczLUG6zWbD44nPSvZ4PGRnZ3d6vMVikYC8HxkMhoz5hRS9J/dz8JF7OrjI/UytP/3pT0kB+pFHHkkkEuGzzz4DYMeOHVRWdl7P3Vupvp8RVUXxxL+PO9IAQGn5KPxRA44cheFDFMqLVdZuVfmuGsIGh368M8vIkCBY1Sj1jVGiqgGDIXOC9FBYJdIaL3cJG0NYbaYejbGwsJCamhoa/VXAFABUd5iQX+nxPcmkfz7TMorRo0ezceNG/fWmTZsYPbp9A34hhBBCiJ5SVZVVq1YBUF5ezsaNG1m0aBGnnnqqfsz27dv7a3g9Eg6D0ZsQpIfrMRgM5BYMw2qB3F05z9xshRn7K8w8UMFizdeP9yakXz0NoYxbdTQcgWibX3+tWiPd7pEeE+vw0uTfou8z+UIEB0mv9G4F6eFwmEAgQDQaJRKJEAgEiETa97k56aST+Mc//kFLSwvV1dW89tpr/OAHP0jZoIUQQgghqqqqcLlcAEyfPp0xY8YAMGxYfNGfmpqafhlbT4UjYPYn9BEP76C4eCihiJlsazxIB1AUhSEF4HA49H0+Yzwq9zaGMq4dYTgCBk88k260qT0O0mMdXpzBeJBu8YUJZmh/+O7qVrnL3/72t6QJnk899RS33347w4YN4+qrr2bxYm1J2rPPPpvq6mrOPPNMzGYzF110kbRfFEIIIURKxbLoAJMmTdK3hw4dqm8PuEx6BCz+eKDtCm1nYsU0vH6oLAOjMbksxG6D4sJ4Jt1nSiglcYYzLpMeCoMp4ftZ8kzdXsgoJpZJbw1uIYqWebYFQ/i9GfZk0kPdCtKvuOIKrrjiig7fiwXooNXz/OIXv+AXv/hF70YnhBBCCNGJb775Rt+ePHmyvp2YSR+IQbo1qGXS/YqBsOqlbOhIgmEozm9ft60oCpXDHPprr9FHrB1hpC0zM+lZgfigbIWWXmfSo4Rwmczkh0PYQ0F8nsGRSc+MynghhBBCiG5KzKQnBumJmfSBWO5i25X+du+awFhWMRJFSS51STS0LN4z3KO06dtRd+bVpIfCYN315BBSFPIK8jD1sI1J0qqjuy6SFwrhc2fYk0kPSZAuhBBCiAEpFqRnZWUlrc+SnZ2tL3Yz0DLpobBKdkTLpLt3RWmFpZVYzXsI0svj5S5u4g3CFXc4IzPp2WFtYqfbYMRRWNzjcpfEVUddZu2vDBY1SvOOEKo68LPpEqQLIYQQYsDx+/189913AEycOBHTbunYWMlLTU3NgArYXG1RrLtWvXQrWoSdX1hJtg1ybB2fM7zcoW+3Rnbq20ZfmGAos757OALZu5qOuA2Q5yjudXcXALc53tGlbUfmlfn0hATpQgghhBhw1qxZoy/hnljqEhMreQkGgzQ2Nvbp2HqjqTbe2cWjaLUquYUjKc5rP2k0xm63YTZr6804g/EVM83+ML4Ma0fo80exR7UI2qNEtUx6D8tdEjPp7oQJs96dwYwr8+kJCdKFEEIIMeB01tklZqBOHnXuSOjsQkDrke4YRlEHk0YT5eU7AGj0bND3WYIh/L7MyqS3JHw/txKhoLg0JZl0lyG+sr2/OfNq8XtCgnQhhBBCDDidTRqNGai90l31CT3SVR9FJUMxmS2d1qPHxHqlN7ZtIIwW0FuDYfzezArSk/5SQAh7rr3TvxDsTWImvY1mfTvSEiIoQboQQgghRN/rrP1izEDsla6qKv7mhCAdD6VlldgsnU8ajXE4tMmjPk8bHpMZAFs4lHEL+7TWx6NnnyGENbvnoWhiJr01Whd/wx0i6M+sMp+ekCBdCCGEEANOLJNeWlrKkCFD2r0/EDPp4QiEnAnlINE2ikpH7nHSaExhgQPQAn2PRSvytofDhAJRwuHMCdTd9fHa8YAhTJatZ1l0AIvFQk5ODgDNga36fqMvTCDD/oLQExKkCyGEEGJAqauro76+Hui4Hh0GZiY9HNEWIIpxR1spKB5JST4YDHsOZmPlLgC+XUG6LRrB3xrJmE4nqqrirvforwOmMFZr70LRWMlLg2etvs/iD0smXQghhBCir+2tHh0G5sTRcARUV2KQ3oyjeMReJ40C5OfHe6UHLPHwzl0XJJQhQXokAr7G+ATPsDmMrReZdIiXvNS0LNf3WQNBQgHJpAshhBBC9Km91aODllnOztYKuQdSuYviSSh3CTeS5yjZaz067J5Jj+/3NmZOz/A2L4ScAf21agGzqXdBeiyTHgi5cBt3lfkEQ/g8GfKle0GCdCGEEEIMKHtrvwigKIpe8jKQMulGb0ImPVJHgcPRpSA9MZPus8RLPfwt4YxpR9jYCqo7XpOuZNPj9osxiZNH28zahNnccCjjutr0hATpQgghhBhQYkG6wWBg4sSJnR4XK3lxuVy0tbX1ydh6IxwGsz8hSA/toLAwH7t17+cmZdKN8WuEnZmRSVdVlW11KiZf/InBnGvq8UJGMYltGD0JtfjOhFaWA5UE6UIIIYQYMMLhMGvWrAFgv/32w2brvO1J4uTRgVDyEo5okx5j3KEaRgx17HXSKOwWpJv8+rbalhkL+7S6oaEFLMF4lt/iyEppJt2TFf85NVaHUNWBnU2XIF0IIYQQA8aGDRsIBLS65s5KXWIG2uTRcASsQS0DHFAMhFQ3IyoKunRuYrmL3+SKv+EJZ0QmvcEJ3gBkBeOBc25xTq+D9MRMutcSv7Z7RzAjvndvSJAuhBBCiAGjK51dYgZar/RwBGy70t5ugwFFUSgrye3SuYmZdL8xvvqmwdv/mXRVVdneoJJlBltCz3ZHeV6vy10SM+k+S7ze3d/Y/9+7tyRIF0IIIcSA0Z0gfaD1Sg9HIDuiZdJdBsjOzicvp2uhWmImPWSs17dN/jChUP+Wfbi8UNcCjpx4kO4xGCksLk1tJt0cb+8YagkRHOBl6RKkCyGEEGLASGy/2J1yl4GQSfe4IlijWs22W4mQbc8jy9y1c5My6dFqfdsSDOPz9O/CPg1O8PjAbgN7ZNf3Myg4CotSW5NubNG3VVeIYD8/nPSWBOlCCCGEGDBimfTc3FwqKyv3eOxAy6Q31MRTvx4ljD3H0eUgNjFIbw1sJRaWZwXD+P39G6zWNKiYTVrZiz2iFYp7FLBkW1Pb3UXdqW8rnjABnwTpQgghhBBp19raSlVVFaBl0Q2GPYcxpaWlmExaFDgQMunOHfEiahcBcnK71tkFICcnB0XRjnV7mvHuWtjHFgoT8PVfJt3tVdnZrJW6BNxRzMTKXVRMFiWlmfTWSJW+bfGHCPn79y8IvSVBuhBCCCEGhG+//Vbf3lupC4DRaKSiogIYGJl0V0Jvb7fqIzff0eVzDQaDXpfuanPi2bWwjz0c6teMcoNTq0nPsYGrLr7aqM8YxZyldPkhpDMFBfHuNy3+Dfp2lj9EUDLpQgghhBDp151JozGxkpeGhga9dWOm8jYlBOl4yO9GkA7xkhdXWyteixak50TC+N0RIpH+CVhrG7VSF4NBoXm7U9/vN0TIsvYuQAcwmUz6w0lz22YCihba2oIhgpJJF0IIIYRIv+rq+ITIcePGdemcxMmjtbW1KR9TqqiqSqAlYSGjaBv5jvw9nNFeLFhtbXUSsMZnnLp29k/PcK9fpbYJ8u3aa2dtfNXXgEkly5aaMDRWl97a2kSb2QJAbiiE3ytBuhBCCCFE2rW0xLt3JE4Y3JOBMnk0HIFIW0ImPdpKQcJk0K6IZdKDwSAhW3xGpqcx3C89w2OlLrnZu8bR4NHfC5mj2Gy9z6RDvC691dmCJ0sL0nMiIdpaB/ZqRhKkCyGEEGJASAzSHV0MYAdKG8ZwBFRXYia9udvlLkm90hOy1L6mUL9k0nc0qRgN6HXnwWa//l40y4DVkpogPfbAFo1G8Vm1hxMD0Fg1sBulS5AuhBBCiAHB6XTq24kTBvckMUjP9Ey64k7IpIcbKShwdOsaiQ8u4ex4DXqoJUyoj4P0plaVLbVQmBffF26LP4Sott53dolJ7PDiT3g4aakJoqoDd/KoBOlCCCGEGBASM+mJWeM9GUjlLgZvQpAeqevyXwtiEo+PZscD4khrqM/LXTbWqHgDkJudkC33xJ8UjDnmXvdIj0ksfQpY40G5t65/avFTRYJ0IYQQQgwIsSA9Pz8fo7FradiBVO5i8iWUu4R2UNDDiaMAanYw/oa7b8tdmlpVNtdA6W5/7DAmtETMctjSkkkPJDycBJtDBAdwxYsE6UIIIYQYEGJBeldLXQC9TzpkeCY9DJZAQiY9VENhoaNb10jMpKtWt76tePt24miHWXTAHIy/thXaUxakJ2bSQ1avvh3th78gpJIE6UIIIYTIeKqq9ihIt1gslJaWApmfSbcGtYgyoBgIqW4Ke1OTbmnVt02+MKFw39RmNzpVNtXAkA5uUVZCVjuvLC9l5S6JmfSwNd7mEXeYYGDgtmGUIF0IIYQQGc/tdhOJaDUb3QnSIV7yUltbq18j04QjYAtpUazboIVnRUWObl0jsdwlYGrQt82BMKFA3wTpG2tU/EHISciiq6qK2hbCForvKx5WkJZMesBYr28bff272mpvSZAuhBBCiIzXk/aLMbHJo5FIhLq6ulQOK2XCEbCHY0G6tq+wIG8PZ7SX+HMJsUPfzgr2zcI+jU6VzbVQumsYaihKtM5HdFUL4aUN2KJakB5SFGy5lrTUpHuU+IJXWf4QQZ9k0oUQQggh0qYn7RdjBsLkUY87gjWqBZRuJYrVloM1q3v1IImZdI+/EZ9Bi4JtoTD+PsgoJ2bR1WCEyKpmol83Ea3zo9jN5ES1MbgNRoxWY1rKXdyBrcT+VmILhAj6JZMuhBBCCJE2iZn07gbpA6ENY3NNwqRRJYTd7uh2pjkxk+52teI2mQHIDofwpzmjnJhFVyMq0e/aUOv8UGrFUGolZAxh3xWkewwKJkvq+qQnlru0uRpxmbRVR+2hEEG/ZNKFEEIIIdKmN0H6QMikN+1MaL9IkJy8fBSleytyJgbpLlcrPosWpOeEw/g96Q1WN9fGs+jRbW7UbR6UoiwUoxZqtjibsEe1HLfXqGA0py5Idzgc+s/K6WzCbdGC9LxwEK87M+cgdIUE6UIIIYTIeKkK0jM1k962MyGTrvrIy3N0+xqJ5S5trU78Vi1IN6LSWhciGk1P6UcwpLK9ARw5aDXoG12Qb0bJikfh9fXxbjM+I5itSrcfQjpjMBj03wmnsxmfTQvSzapKU+3AbZQuQboQQgghMl6qyl0yNZPubUwM0j3k5Tu6fQ2z2Ux2djYAbW1OQjZz/Jr16esZ3twGbV7IDQeJrGtFMSoodnPSMXU7mvTtgAmsttSGoLG69JbmJoLZ8c9urBq4QXqKSvaFEEIIIdJnsNekB1oSyl3UNvLyurfaaIzD4cDr9dLa2kq0Mh6s+hrDhCOQ1euRttfYqhL1RVCq2lD9ESi18u0HbYRXOYmaDKhZRsI742OJZpmxWlOTRY+J1aU7nU7CB8Y/q21HCFVVU5a170sSpAshhBAi4yV2d+luC8bc3Fzy8vJoa2vLyCBdVVVCzoRMerSVId38jjH5+fnU1tbidDpRJseD1UBLejLp0ajKtjrIaXCjNgVQymxsWOZj9NvfkVxyHg85LfkOrJbUjiOxw0skNx6Q+xuChMJgMXd0VmaTchchhBBCZLzeZNIBKioqANi5c2fKxpQq4QhEXQmZ9Ggz+T0M0mM/G7fbjdERD5PDzhDhNMyhbPVAS5tKji+AYjfR5oyS+8om9jQn1DA2lyxLejLpAOTHJ8mGW9NX5pNukkkXQgghRMbrbZAey7S63W6CwSAWS4pTub0QDIHiTsikhxspcIzo0bVKS0v1bSUnHp2qbekJVptaIdAaxhyJELWaqHp8G+NDAQA2FTjwHq3w7IsPkG0soNBWwZnHz2Xowbkp6+wSk5hJJ8evb6qtIYIhFbtt4JW7SCZdCCGEEBmvNyuOQnIQ19TUtIcj+972BlA8CUF6pK5H3xFgyJAh+raaHQ9WFW84LZn0mkaVrHAEJaCy8q1WxtdrP1uX0cyQn1Ty3ur7WNv2Il+1/JWxR5kYu58NxWpK2UJGMYmZdNXu1rcN3jCBPljIKR0kSBdCCCEGoX//+9+UlpZy3XXXoaoDM0hJFAvSc3JyMJu7X2CcGKQ3NzenbFy95fGprNmqYgkklLuEd+LI79nE0cQgPWx26ttGX5hQioN0r1+lvgVyCLNta5BxS6r09+pPHkPAuJ2FS14FID+niJNnXwAqqIbU9UiPSby/UWujvm32hwimeSGndJEgXQghhBiE7rzzThoaGnj44Yf5xz/+0d/D6bVYkN6TUhfI3Ez6phqVplbICiRk0kM1FBY6enS9xHKXoKFB3zb5wwQDqX1Ya2oFtw+URh/qmzVYVC0Y/nZsBRNn5/D8W48S3bXvrOOuwJZl1040KphTHKQnZtKDxlp92xoIEfIPzIdUCdKFEEKIQcbr9bJ27Vr99TXXXENtbe0ezshsqqr2OkhPDOIyJUhvdaus3wZF+ZAV1DLpQUUhGG2jsMDRo2smZtI9arW+nRUM4femNpVe71QhHGX9Mzsp93sB2G7P4cCLy2hs2cF7nz4PQLY1h9OPuQSAaBSMFgVTistdEh/CvIF6PAbtA7KDIQJ+yaQLIYQQIgOsWrWKaDQemDidTi6//PIBW/bi9/sJBoNAz+rRITMz6eu3qbT5tJU6rUEtk+42aCnmoiJHj66ZmElvdVUTVLRQzxoM43Gn7v6Hw9oqoyZXgAlVdQD4DQZsF44iK8vAC288SjiifafTDr2IbLcF1R8hqoLBlPpyl8SHsFZnE65dPRdzQ5JJF0IIIUSG+Prrr9vte/PNN/n73//eD6Ppvd52doHMq0lvcKpsrIFSByiKQnZYy6S7dkVmRT0sd0nMpLe0NOA2acFqdjiE15u6YLXZBa1uaP2qFSPadTeNKMVS2Mxv/nIZr370BACWLCtnX3kDhiE2VE8I1WjAaDGkvNwl8f62tbbg3dWI3R4N01I/MFcdlSBdCCGEGGQSg/Sbb75Z377mmmuoqanpjyH1SqqD9P7OpKuqyvptKoEg5GYrhAIRbFGtFMWtaH8BKSrs/cTRxoY6vLsyyjnhMF5XNGV/TWlug1AYvN+06fuqTFVc/P8O46MvX9X3nXvBLygaX4lhcgGm6cVExuZhyDGlNZPubGkiYIu32GzYJkG6EEIIITJALEg3GAzccsst/PjHPwagtbV1QJa9pCJIz6Sa9B1NsLkWynY9N7jrEzq7KCEsWTZstqweXTs/P1/vAV9fX4c/SwvSLWoUd0s4Jb3SVVWlul7FZlGxbHPp+1/95l58AQ8AeTmF3HDrX5l35XxA+2uBkm8hXGbHmGVIeZCel5eH0ahdtKmpkXBuPEhv2h5M7Yf1EQnShRBCiEEkGAzy7bffArD//vuTnZ3NI488QllZGQBvvfUWzz77bH8OsdsGUyY9ElFZu1UFBWxZ2gI73saEzi4Eycl19Pj6iqLodekNDfWEbPF2la4dIQIpSCq7vFpnlxwilLdomfRWo5Fa3+coisIpMy/g78+v5gdnXorBkBxqRqJgMoLJlNrFhRRFYdiwYQBs3rwZ8uPf27MzqD+YOp1OjjzySK688kpeeeWVlI4h1SRIF0IIIQaR1atXEwppkdiUKVMALYv817/+VT9m/vz5/TK2nhpMQfq2OthWD2UJX8PfnBCkqz5y8xy9+oxYyUtDQwMRe7yNiqcxRDAFQXqDEzwBaF3jJjeipebXmYIMHTKaP1z5Otde9wfyK4Z0eG4kAtY0Lfa6//77A9DW1oaaF584HWqKr7a6Zs0aPvnkEx5//HHee++99AwkRSRIF0IIIQaRxHr0qVOn6tunnnoqhx12GABbt27F5XK1OzdTpSJIt1qtZGdnA/03cTQQVFlTpZJlBos5nkn2tySUu6ge8noZpMcy6ZFIhKg9/jnB5tQE6dvrVSwmaPiyVd+3NrqVow86jf32m4ahIrvTc8NRyOr+WlRdMnHiRH3bb3Hq25G2eJC+evVqff8BBxyQnoGkiATpQgghxCDSWZAO8UwjwKZNm/psTL3ldDr17Z62YIR4Nr2/Mumba1V2NsGQ3Z4zQs7ETHob+T1cbTQmcfJoJDveGz3SGiLYy5r0No/KjmatbWRkfXzS6Fr/54wsGIeh0o6S3XkT9L7IpAO4ojv0bcUdJrBrIafEID0xqM9EEqQLIYQQg0hikH7wwQcnvTd27Fh9e+PGjX01pF5LRSYd4pNHm5qa+nzyrNursrYK8uxgNCbXY4dbEzLp0daUZdIBIraAvq229T6T3uAEjw/sWSoFddpfYyIobHC9yagxB2Io6zyLDruC9J7Nid2rxKC7zr1O3zb5QgR3LWgkmXQhhBBC9LlwOMzKlSsBLSDfPSM7ZswYfXtfDNJjmfRQKITb7e71uLpjY41KiwuKO0iSq66ETHq0OaWZ9JA5XtakeMK9nji6vV7FYgZPtZ8Kn9bJZbPFQNTgZcS0ySjWPbdtUQFziieNxiRm0rfWL9W3s/whgj7toWzNmjWA9sCW+HPKRBKkCyGEEIPE+vXr8fl8QPtSF0jOpA+kcpdUB+nQt3XpzW0q67ZpAbqitA9Qk4L0cGOvSnogOUj3GeOlPQZfGI870tEpXeLyquxs0Updti2O16OvUxqpLB2HqcDWpeukeiGjmIKCAr2L0bqNnxLa9bO2BUO0OaM0NrZQW1sLaFn0ju5FJpEgXQghhBgkEktdYp1dEkkmve87vKiqyroqFY8P8nM6DgoN3oRyl0hdr4P0xHIXb2Snvm0OhPG4el7m0+AEtw9ybOBZlVCPHvyGUcP2h5zOa9ETpbpHeqJYNr2pqYFWs1b8nhMKsXxdlL/9+1v9uAn7Z3Y9OvQgSG9paeGaa65h1qxZnHXWWXz55ZcdHldbW8vPf/5zjj76aE466SSefPLJXg9WCCGEEJ1bvny5vt1RJt3hcFBcXAwMzCDdZrORldXzgub+WNBoZxNsSli4qCNGb2ImfScFBY5efWZiJr01uFXfNgfC+LzRDs7omu31Kmaj9tcAa1VCkO55h1GjD0QxdS2sTGeQnliX7jZrDw254SBF2RE2b1qjv6dkT6TVndmLenU7SP/d735HUVER77//Ptdccw0333wzra2t7Y67//77KSsr4/333+fJJ5/kpZde4vPPP0/JoIUQQgjR3t4y6RAvedm+fbteGpPpYt1depNFh/7JpH9XrRKNgt3aeWmF2ZcQpIdqKHCkria9sXVjUtlHwBMlHO5+cOr2quzc1dUl5I1Q4dSC9GajiXr/14yeMDnp+EhEZcsOlU21Klt3qtS3qLi8Kgpg7lrCvUeSOrzsavVoBLzfttG4fqX+nqN0YkoWdkqnbv2YvF4vCxcu5D//+Q9Wq5XZs2czZswYPv74Y0477bSkY2trazn33HMxmUwMHTqUgw8+mM2bNzNz5sx21w0GgwSDyUu2mkwmfVlbkR7RaDTp/8XAJvdz8JF7Orik+35Go1E9kz58+HCKioo6/KzRo0fzxRdfAFo2PdM7XEA8k+5wOHr180sM8puamnp1ra7cT7dXpd6parXoxIP0aJMfPGFUfwTVGyHLr0WLQUUhGG3D4cjr9fdUFAVVVWlu3kmb2UJRMEBeMEA0FMYXiGI3dK8eu6FFxetXKXXAtoVOiqNabftak/agN2biJBS0MauqSk0jDCuGkWUKrR6VhlatVMaRAyajQjSannrwCRMm6NsuQ7yzjachyNb13+ivR5mGEfGHiEa1ULiv/327+0qsHelWkL5t2zays7OTntDGjh2rLb+6m3POOYf//e9/TJ06lZ07d/LNN99w8cUXd3jdp59+mieeeKLd+XPmzOnO8EQPVVdX9/cQRArJ/Rx85J4OLum6n1u3bqWtTctuTpgwgaqqqg6Pi5W7AHzxxRfk5OSkZTypEgwG8Xq9gFbu0tn36opIJD5pctOmTb26Vsze7uf0kR3sdCS/3BHWatLdBq0OxECg12MrLCykqamJHTtq8di1ID03HGLcgQ001is09uCas3clqdev8+v71kU243A4mDpNQVG26fsrY89DESiyav+LcbVo/0uH3NxcfbvN0AZoLSGtQ0Nsb/sO0B5ijv+hBb+/ht1/zH3179tRo0bt9ZhuBek+nw+73Z60z263d1juMmXKFF555RWOPPJIIpEIV155JePHj+/wuhdffDHnn39+8sAkk5520WiU6upqhg8f3qUnOpHZ5H4OPnJPB5d0388lS5bo24cffjiVlZUdHjdt2jR9u62trdPjMkVdXZ2+XVZW1qvxJmZZI5FIr67Vlfu5bF2U76pheKmWNVadAcKrnSgRFaUgXltv04N07fXYseN7fV/KyspoamqiubkZ7+gswIUB+ODlHM76aRGlBV3PZLu9Ku8tVbFaIMcKri/jGem1/s+orJhIdas2XqdbxReAmQcq+vfuSyNGjKCgoICWlhbqffXASACqvgxTX18PwLCS8Xz1jImZFxZTMVp7esjEf992K0i32Wx4PJ6kfR6PR19mNyYSiXD11Vdz/vnnM2fOHOrq6rjmmmsYN24cs2fPbnddi8UiAXk/MhgMGfMLKXpP7ufgI/d0cEnX/VyxYoW+PW3atE4/Y7/99tO3N23alPG/W4mJwMLCwl6Nt6SkRN9ubm5OyXfv7H4GgirbGwxkW0FFQXWHiKxxoXqiKKU21F1J/VAoim1X6Yhbie4aZ+++J2h16atXr8bn8xHMMev7vbVhQmEDhm6UuzS1qbR6VArzQHWHKWzQeq+HUNjoepNTxv4YFQO+gEqzS+GQ/aGyrP9+r/bff38+++wz6rzVxIJ0187479GI8vFEQgoK7e9dJv37tlujGDFiBF6vV38SAe0f8NGjRycd19bWRl1dHWeffbZekz5r1iyWLl26+yWFEEIIkQKJk0Y76uwSM9BWHU1V+0Xo24mjTW3Q5tVWGFUDESLrW1HbQijF1qTj3M54DbRb0TLqvW3BCMmTR8O58YmigYZAtydM1jSqmE1gMCg4N3go82t16JssCiHVzaj9JhGOqNQ0wP6VMGFE//Yfj3V4cSa0nwy1xkt0KismtDsnE3UrSM/Ozmb27Nk8/vjj+P1+Fi9ezMaNG9tlx2PN5F999VWi0Sg7d+7kk08+SfoXgxBCCCFSQ1VVPUgvLS2loqKi02OLiorIy8sD9r0gPTahEtK/mFGDU+vqYlRVot+1odb7UUqy+ObdNr5+rIY1H7sJh1V8bfE6eTcBzGYLVqt1D1fumsRe6ZHceFQedYYIhjs6o2Nev8qOJsjP0X7Pqhc59ffWoiVtR088iO31MLIcDh6rYDT2b5Ae6/DiDMXry40JvegrKzouv8403c7n33TTTTQ0NHDMMcfw0EMPcc8995Cfn8/bb7+dNNHzd7/7He+++y7f+973uOiiizjiiCPadYARQgghRO9t375dzwxPnTp1jyspKoqiJ82qqqradVfLNLH2i9D7IN1oNOpZ6nRm0iMRlep6bdGf6FY30WoPSrGV1QvdjP9gAwds2cGY/66j7rZvqXsjXp3gVn3k5DpSshJmUibd7ta3FVcQr6frq442t8UXMMITxr/Wpb+3LqS1NKwcdyAqMH64gjWr/1fxjGXSW0Nb9X0TXAZOLX2APHMlIwdIkN7tTpUFBQU8+uij7fafdNJJnHTSSfrrAw44gKeeeqp3oxNCCCHEXnW11CVm7NixfP3110SjUaqqqhg3blw6h9criZn0VJSBFBYW0tLSktYgvcUFThcU50ZR6/wodhP1OyJUvJfcDa84GKC4Oj4x1q16yMtzpGQMiUF6wNoIaF1PTN7urTra3KaiqmA0KERbQxTVarXdEWBF63OUDxkJplxsWeDI3eOl+kwsk94a3IzbYCQnGqEoHOJKDuTS3L+y6Qkv/tFmDvFldnvbzKiMF0IIIUSPJa402tkiRokGUl16KstdIF6X7nQ6k1oyplJTGwRCkBWKovrCBA0KrU9vxh7RSi42FBXwXUkhu4eIbaqTvHxHSsaQWO7iN8RbI2b5QnjdXQtOY/3Os3dV3+xY5qLcr7XDXG8x4A5vZ9SYA/X+5zm2lAy914YPH47dbidKmD9a36fKHm8zakJlfH0TB32xmXfO/mYPV+l/EqQLIYQQA1xNTY2+3ZX5XxKkawFoYilNqqiqSnW9ii0LVE8IJaTy7XONVLq0MpH6LBuj/m8kk341Gte1k/n2wOE0WqzUmEx83vp38vJ6t9poTGImvTWwifCuxZSy/UH83iiRyN6z6S4vtLohNxtUb5jaz536e8vUTQCM2m8SPj+UF5GSMp1UMBgMervNT2vup2F2FT8N/I6XLHU0m+Kdbpha1MkVMoME6UIIIcQA19gYX5omsc1gZyRI16Sj5MXlhUbnrq4ubUHWLPdz4HfaQ1RIUYjMHYM9T1u0qHSYhWnzhmC6Pp/L64+lMfAN+WnIpLe01NNq1lpd5waDRHzRLk0ebXGBNwDZWaA6g5g3x+vRl3r+C8Do8ZNQgYLczAjQY2J16VE1yudr32Wb5yOe3nkRS77/FZtOG8/qkmJmzNv7Pyv9qds16UIIIYTILIlBemIQ2pkxY8bo2/takF5YWKhvpyNIb2wFTwBKHSp1q30M+Ti+pOV3h45k6oHtO7e4vfEe3vmO1GfSGxvrcFstFIUC5IWDtHqiBENgy9rDBYDGVhVF0TLkvu0+KlucADSbzGxufguAisrJZGdp5S6ZJFaXDvDFurf17ZEj9mP8ODvNZUYqxuzlB9DPJJMuhBBCDHCxID0nJ6dL7fvKy8ux2bQC4k2bNqV1bL010DLpOxpVzEZQPWGaFmwjd1cd+vohxRx8lvaAoAYjqNF4uYnbFw/SUzE5FsBqteqtNhsb6vBmawGpAWjbEdxrJj2yq+95jg1Uf4TNi9vIUrVa9hUWbWFLszmL/OJx5Nm1kphMEsukAzg9Dfr2QGm/CBKkCyGEEANeLEgvLi7u0vGJbRg3b96ctgmUqRCrG7dYLPqDRW+kM0j3BVR2NGulLnWrPIzetVpqo8XKqMuGYzAoqKEoNAZQd/pQA7tWGk3IpBekKEiHeMlLQ0M9odz4yu7umgDBvSxo1OrRSndys0FtDeJNaL24xL8YgMpR++MPmTKqHj0mMUiPyc8poiAvs0tcEkmQLoQQQgxgkUhEX5inq0E6xOvSQ6EQ1dXVezm6/8Qy6Q5HavqHJwbpqV7QqKk1HtjWfREPvHdOKCXXodWhq01+lGHZGEbmQHMQ1RXC440HwI4UlbtAvOTF6XQSyYtPmAw1Bve66miLC/xBsFoU1OYAJTtirRcVvm75OwCjxh2IqkJhXmYF6ACjRo3CYrEk7ascOnCy6CBBuhBCCDGgOZ1OolGtDKEnQTpkdl16LEhPRakLpLcmfUeTVsJiUCC0Ph5428dqtSCqOwRZRgyVORjG56NMzEcNRnDVx+cUFBY4UjaexLr0aH687WKkJbjXTHp9i4rJCGogQu1XboYEfABsyrHhjWi93YePnITVAvn2lA05ZUwmE+PHJwflIysm9NNoekaCdCGEEGIAS5w02p0gfSBMHg2Hw7h2tS5MVZCernKXYEhbZTTfDvgi5Ndr444Cww+0oUZV1LYghhF2lHwLilHBWJmD8aBCPNH4iqCFhY6UjSmxw0s0z69vK64Qfl/nJU6hsMrO5l2lLk0Bdi6Pj2+dLV7fXTHyYPLsWnlPJkqcPAoDqx4dJEgXQgghBrSeBukDIZOe2Mc804P0xlZo82oBq3dngAqPNrlyR7Zda7nYEkQpsGIYnhzRGoqteO3B+PhSGKQnZtLJjZffmLyhPa466nRrZTv2LJXodg+WbfG/CnzS9C8ArNZsRoybRXkRGAyZV+4C7evSK4fs108j6RkJ0oUQQogBLBVBeqZ2eEl1ZxdIX016fYuKGgWTUWHbJ60Y0YJgZ2muNkE0HMUwOgfFYmx3rtsfD6CLilLzPSE5kx7JrtO3s3whPK7OVx1tcUEoAua2IP4dASqd2viazBZWN74MwJQZ38dgslKYYf3RE7XLpGePIlrngz38FSGTSJAuhBBCDGA9DdKHDRumT6zblzLpOTk5mEzaMjGpyqSHwypVdZCzqw2ha2Wb/p5xZA5qSxClPBulpOP2mB53/Pj8/NRPHAXwqVVEdq06agsE8XmiqGrH2fQdTSpZRhV1h5fNawJYdrVeXJ8wtCmHnojVAo7clA035RIz6fmOEgqP2g9DRTb4I6iGzA+BM3+EQgghhOhUT4N0o9HI6NGjAS2THpt8mknSkUlXFEXPpqcqSG9qg1Y35OdoPcUtNfEa7pJRFsgyYBiZg9JJWYjb5dS3U9UnHZKD9Fbnzviqo4Eg4YDa4eRRf0ClwQm5kRDRBj/+zV79vZXhL/XtiVNPJMcGeRnWHz3RuHHjyM3VniLGjJ+GodiK4UAHhunFREbnYcwx7+UK/UuCdCGEEGIA62mQDvHJoz6fjx07dqR0XKmQGKSnMnhNdZBe36ISioDFpBBpC1LWotVwu4xmSvNVLUDP6zwgjAXpRqMRuz11szATy12amxtwZWlBel44SNAd6XBBoxYXuH1ga/UT9UUYUqvdg5Ci8OG23wMwYuQEchyjKC8EozFzy12ysrJYsGABx558ET+67AFaPSq1jVDlMWMZZcdkzeww2NTfAxBCCCFEz/UmSN998ujQoUNTNq5USEcmHeJButfrxe/3d2mV1s5EIirb6hVydl1i50oPhREtRb2jIJfCLCOGwj0vP+9xOwHIzUtNL/iYxEx6U2MdvuwscLswAq21HbdhbHapqN4wSr2PHU6FkoDWFWZTbjbepnoADjniRMJRKHZkboAec+qpp5I3/AdsroVgCMqLoKJYwZEDhXn9Pbo9kyBdCCGEGMASs8G9CdI3bdrE7NmzUzauVEh3kA7a5NGKiooeX8vphuY2KHVor+uWtBLrxB4ss6PYjGDfc7jldmsTM3PzHD0eR0fy8vLIysoiEAjQ1FhPMNcC9bs+szbQbkEjVdUyzdkuP3jC1H3iJLY+57qsnfpxUw85kSxTZvZH78iBoxT2G6bVz9uyMv/BIiaz8/xCCCGE2KPETHriQj1dkeltGNMVpKdyQaNGp5ahzbIoqMEI0c3xenT7cCuKw4Ji6jzcUlVVL3fJy03dpFHQ6u9jJS/19XWojvgKnMGG9pn0Vjc0NUWxt3hp9ijst0kLzAOKgXfq7wO01ovDxh5FYR44clI63LQpylcoL1YGVIAOEqQLIYQQA1osSHc4HJjN3ZsIt68G6anslV7doGKPVcu4wjgatSA9AgwfaURxWDo9F8Dv8xCNaC0B81NYdx8TK3lpaGjAVBIfS6Ql2K4mvapOxb8jgNUXoup/zXpXl28q86luWQrAlEO+TzCaxdhhSkbXow8GEqQLIYQQA1gsSO9uqQtAZWUlRqPWtzsTg/R0tGCE1AbpzW1aVxcA11YP5d5dixjZc7DlGFF2K3WJRlW216s0OFWiUTWps0t+vqNXY+lILJMejUYxl8Q7+CiuEAFf/LXHp7Jxm0p+m4eG5ijjt2hZdJ/ByOYhH+jHTZ5+Inl2qIj/CEWaSJAuhBBCDFDhcFjPNvckSDebzXo9dk1NTUrHlgp9VZPeG/6QVuesRlSqP3XpgZWzJAfFZgJ7/K8b0ahK1U6tNtpkhM07YPuOxA42qS13geTJo6bCeDtFoyeE1x0P0rc3QGtdCHsgSPXCVsy7eqhvGl/O0vWv6seNPuAkRpZBTrZk0dNNgnQhhBD7lJdeeomzzz6b5cuX9/dQei0xwOxJkA7xTGtjY2PG9UqPBelGo5GcnNQVQKeiJj22EJA1FoO7Qrg3ePT3TRU2lHwzikULtWIBemkhHDFJ4YRDFGYeAB53fLXRVLaZjEkM0g158QeCLF8IV5t2v4Mhle+qVXIDARprw4zfGs+ilx1vYd2WrwAYPnJ/yoeOpLJMAvS+IN1dhBBC7DNCoRA/+clPcLlcbN26lWXLlvX3kHolcdJoYna4OxLLIZqbm3sc7KdDLEh3OFLbmjAV5S5un/b/ebs6nKitQaw740F6yUgzSoHWejExQD/8QIWCXO27HDBK4euCeH/6woLUZ9ITe6WHTTVEKMQI2AIhfLsy6TUN0NCsMszjZ+XHTg6IZdEnlNNWu5Dortr0A6eeSHkRFKd+mKIDkkkXQgixz6iursbl0haa+eqrr6iqqurnEfVOb3qkxyQGcfX19b0eUyrFgvRUlrpAaoL0qDbXE7NRy6qHdvgob9N+t1pNZkrLTPz9ld9x2XlTefDe/4cxUpsUoEciER588EEuv+wi/ZrlZal/QEpadbRtJ22xVUeDAUIBFX9AZcN2Fas/RMOmAPtVa78DXoORcWeW8OWq9/XzJ049iTEVCoZOVk4VqSVBuhBCiH3G5s2bk16/9tpr/TOQFBnMQXo0GqW1VSsFSWeQ3tuadADcYXau8ZET0dql7CzIY23d1zz797vZ+N0K3nrpd1x69miuu+piVq1axdq1a5k1axY33HADfr+2WNCYMWM488wzez+W3SQG6c7melxZWnY/PxQi6I6wrR52NENhNEDt+016LfrmiRXk5Css/UabNJpltXPIobMolwmjfUaCdCGEEPuMTZs2Jb2WIB1KSkr07YaGhl6PqSeCwSC///3v+fnPf051dTUAra2tet13qoP0VPZJB63UpWGDT38dGpLNvz56NOmYUCjEs88+y0EHHcTkyZP54osvAK2X+dVXX83KlSt7tahSZxIfwrRVR7VMuhGV1h1BqnaoEI7S8o2b8TXa/fcYTex3RjHfbV2J0639fPY/6PtMGJmFdYD1Gh/IJEgXQgixz9g9k75o0aKUBGn9ZTBk0lesWMGMGTP4xS9+wWOPPcZhhx3GqlWr0tZ+ESArKwu7XSsmT8X9jzb4MWyL16P78hpZ+u2HAJQMqeSGG29KmhQaDmsZ9/32249FixbxyCOP6ONJtcRMemNjA8HcLP21qzZIvRNKDCGqF7diQnso2rJ/ObkOIytWLNSPnXLICQwrlQC9L0mQLoQQYp+xe5AejUb573//20+j6b2BHKSHQiHuvPNOZsyYwapVq/T9tbW1HHnkkbzyyiv6vlQH6RAveeltkK56wwQb/Ixo0OrnXUYT/9v4O/39uRf/kvvv+y3V1dU8+uijjB49GovFwg033MCKFSuYNWtWrz5/b4qKijCZtD4h27dXQ0F8QaNAXYBACLK8QXKq4l1mKo4uQI2qrN74pb7v6NmzKchN61DFbiRIF0IIsc/YvdwFBnbJy0AN0tesWcPMmTO5/fbb9azypEmTmDFjBgBtbW3ccMMN+vHpaE0YC9Kbm5v1spoecYXY/HWA7F0zSbcU5/DpurcAcBRWcOGF8wDIycnhqquuYuPGjbS1tXH//fdjs9l69R26wmg0MnLkSED7/beUxjPpBleIsvwozavdjHC1AVBrs1M+0oLqDLC6Wmu9aM8tZPbh+6e0w47YOwnShRBC7BNUVdWD9MrKSr0M4L333sPr9e7p1Iw1EGvSvV4vJ554Il99pQWARqORW265hWXLlvHRRx9xyimntDsnHZn0WF16OBzWO/70hNoSxLvBrb9eocb775/0wxspK04OxBVFISsri740ZswYANxuN6aSiL7f6A5h9Yao+tytB4TNo7Qs+rbq72jzaJNqD5g8k6ElEjL2NfmJCyGE2Cc0NzfT1qZlC8eNG8fpp58OgM/n49133+3PofVYLEhXFKXHgWxikN4XmfQlS5bok0P3228/Pv/8c+666y4sFgt2u51XX32Vyy67LOmcdJa7QO9KXqKNPsp3rRoaUhRe33gbAPkFpZx0xqU4UrcGU4+NHTtW3w5nxxc0Utwh1Dofps1t+r6CafnQGmRNwwp939GzZ2EySRa9r0mQLoQQYp+QWI8+evRozjjjDP31QC15iQXphYWFGI3GHl3DZrORm6sVG/dVkB5z88036yUuMSaTiccff5z58+cDYDAYOOqoo1I+jlQF6dvXBikKBgBYk23CF9b+GnHyD69nSHE22dbejTMVYpl0AI+yVd82eUJ4a31UNjsBaDFbGDExC9UXYXXdV/pxJx13RF8NVSSQIF0IIcQ+Yfcg/fvf/74enP73v/8lFAr119B6LBak93aV0Fhdel8E6V9+GZ+MeOihh3Z4jKIo3Hbbbaxbt44NGzYwfvz4lI8jVUF685p4qdQnAW0F29zcAo44/krKi8iIOu7EIL3F+y3RXds2f5DNS7xk7VpRtHZYEUZ3CMVh4dv12sOUxWLhsMNm7H5J0QckSBdCCLFPSJw0OmbMGLKysjj55JMBbWXLxYsX99fQeiQQCOi11L0N0mMlLy0tLWl/WIkF6bm5uXsNvsePH8/o0aPTMo7eLmgUDWmBraM63hVlSes/ADhr7tVk23P11UX7W2K5y/aaTbSZtA4v9kCQ0IZ4Pb51Uh6qL4Iz10PN9o0ATJs2Has1A/4csA+SIF0IIcQ+YfdMOjCgS14Ss7+pyqRD8mTUVKupqaGmpgaAGTNmYDD0XxjS2wWNor4I29dGGe7RJo1usBhpCnyL1WrnxDOuIttKRtSjA4waNUrf3rplIy5rbNXRIMPrnAD4DEbGHJgFdhPfVMdLXWbNklKX/iJBuhBCiH1CR0H6ySefjNlsBrQgvVet+PpYKjq7xPRVG8aulLr0lVSUu3z7UkDfXoL2+3XiCReApYB8O9jT32GxS2w2G0OHDgVgy5ZNeG1aJt2ESm5E+8tJVWkB5kgUg8PCsuVf6Oemu4+76JwE6UIIIfYJsXKXwsJCve92Xl4exxxzDADV1dV8/fXX/TW8bhvoQfohhxySts/pilQE6ZEl8VKRL9yvoCgKP7zgWrx+MqYePSZW8tLQ0EAwx9z+gAMKIBQl4rCw7ttP9d2HH354Xw1R7EaCdCGEEINeMBjU2/7tXuN85pln6tuvvvpqn46rN1IZpPdVr/RMDdJ7UpPubAgzvE6rR68zmdjifpfDppxIxchxABRmSD16TOLk0YA9nPReBIWR02xgMVDjDbFtk/awOmHChF7/bomekyBdCCHEoFdVVaWXsuwepJ922mn69gcffNCn4+qNgZZJj0QiLF26FIChQ4dSUVGRls/pqsQHk+3bt3f7/CUvODHv+p1aYtB+ZmfPuRpvALKzID9D6tFjEoN0vzV58a6tBfnkWSBqM7G+agXhsFYCc8QRUo/enyRIF0IIMejt3tklUVlZGePGadnP5cuXEwgEGAjSNXE0XUH6+vXr9W40/V2PDuBwOPRVZ9esWdPt85sXxh+SlvjfZ+zQAzn48O/j8UGeHXKzUzbUlEjs8OI2Jk8O9o8rQPWF8dqzqN78ub5fgvT+JUG6EEKIQa+jSaOJDjvsMEBra7hy5co+G1dvpKvcJV1BeiaVusQccMABgFbi050yn4AvQvkW7SHJYzDybetznHX8lSh2E14/VBRnVj06JD+cNoe3JL039LBcFEXBbbawZX28Hl0mjfYvCdKFEEIMenvKpEM8SIfkFTEzWbrKXdJVk574c820IB1g9erVXT5v8XNO7BGtrnuZ2UteTi7fP+k8AKIqFOZlVoAOyb/3tW3xB9GabDulRQZUmwG/1cjqVVomvaSkJCn7LvqeBOlCCCEGvb1l0hPLL7744ot272eiVAbpieenO5OuKArTp09Py2d0V0+D9A0vx39GS4JfcNrMeViK7Phi9ej2lA4zJRwOhz5Z9ruaj1hdVkJAMeA5aiiqN0ww20JL83raWp2AlkXPtL8G7GskSBdCCDHoxYJ0s9nMsGHD2r0/efJkfVXFgZZJNxqN5Ofn9+paZrNZX9wnHUG6z+dj1apVAEycOJHc3NyUf0ZP9DRILz3aziJbkFajkZWe5znlexdBnpk2DxTkZV49ekwsm15bs52K60dg/Ol4Jh2bB6EoHlsW2zd9oh8r9ej9T4J0IYQQg5qqqnq5y8iRIzEaje2OMZvNTJs2DdBKY9LZhjBVYkF6cXFxSjKesbr0dATpy5cvJxzWykMypdQFehakr1u3jjv+/gN+V3MaP244icMnzcQxshzFaMDjhxGlYDBkZgY6FqSrqkpzaxUYFNRgBCwGPGYzW777TD9WgvT+J0G6EEKIQa2hoQGPxwN0XOoSM9Dq0hOD9FSI1aW73W58Pl9KrhmTSSuNJiooKKC8vBzQgvS9rTj7z3/+k+nTp/Ptt98CkJ1j5ewjr0BxZBEIqljMUFKQmQE6JHd4aXRuJRIBvBGiNhNKrplVy7Ug3Wq1MnXq1H4apYiRIF0IIcSgtrd69JjE4DHTg3Sv14vXq/W6TnWQDqmfPJqJnV1iYtn0pqamTv+K4PV6ufTSS7ngggv0B74J+03k5ZdfpmLYGJQ8M60eKMiFwsyo5OlQ4uTRpuYthFBQPSG89izC/h1sq9K6vhxyyCFYLJb+GqbYRYJ0IYQQg9reOrvEJGbSM33yaCp7pMeks1d6LEi3Wq0ceOCBKb12b+2t5MXj8XD44Yfzt7/9Td/3k5/8hHf+u1jrr59nQbGZcPmgcggYjZmbSU/8/W9o3EJEUcCgtV6s2fSR/p6UumQGCdKFEEIMal3NpA8bNkwvffjyyy+JRqNpH1tPpbKzS0y6eqU3NjbqD0pTp07FbDan7NqpsLcg/dlnn9V752dnZ/Pss8/yt7/9jWybNjtUKbQQDKuYDFDiyNwAHZLLXXbs2KwF6dlGgtlmvlz8X/29E044oT+GJ3YjQboQQohBratBuqIoeja9ra2NdevWpX1sPZWOID1d5S5Lly7VtzOpHj1m4sSJ+nZHK49+9FE8w/zWW29x4YUXJh+Qa6bVDY5cKOpdk520GzJkCHa71h9y+/bNYDIQzLZgsYZZtPBtAIqKiiSTniEkSBdCCDGoJZa77ClIh4EzeTQxSI/1vu6tdJW7ZOIiRon2lElXVZWPP/4YgPz8/KQVOI32XV2Ccsy4vVpXF7MpszPpiqLo/wxsr95CxGbAbcti23cf4na7ATjllFMwmUz9OUyxiwTpQgghBrVYJr2kpGSv/bkHyqJG6c6kpzJIf++99/Ttww8/PGXXTRWHw0FFRQXQvsPL2rVr9b8qHHnkkUntOxWjFkJFUECBIYWZHaDHxEpeQqEQjflOnDk2Vn75H/39M844o59GJnYnQboQQohBy+fzUVNTA+w9iw4wffp0DAbtP437WpCejpr0xsZG/ed4wAEHMGLEiJRcN9Vi2fTm5mbq6ur0/QsXLtS3jz766A7PdXm0FUaLM7zUJSZx8mizswqLBT7+QKtHt1qtHHfccf01NLEbCdKFEEIMWlu3btW399TZJcZutzNp0iQAvv32W70EINMMlJr0d955R89Mn3zyySm5Zjp0VvISK3UBmD17dofntnlheClYzAMjk574z0Hjzo3UbVtKff1OAI477ji9Zl30PwnShRBCDFpdnTSaKFaXHo1GWbZsWVrG1VvpCNILCwv1vyKkKpP+5ptv6ts/+MEPUnLNdOgoSFdVVc+k5+XlcfDBB3d4rskEZQOk1AV2a8NYt5m1X0upS6aSIF0IIcSg1Z1JozEDYVGjdATpBoNBL3lJRZAeDod55513AG3SZSbWo8d0FKSvX79e/znMmjWr08mUedlQ7Ej7EFMmsQ1jS/0mPvv4dUCbVHrKKaf017BEByRIF0IIMWglZtK7Uu4CA2NRo1iQbrFYyMnJSdl1Y0F6Q0ND0gTKnvj8889xOp2A1nc70/qjJ0pswxgL0rtSjw5QUQS2rIGTSR8+fLj+wLHq64/ZuGEtoE3qTSx5Ev2v20F6S0sL11xzDbNmzeKss85KWup3d//9738588wzOfLIIzn77LPZvn17rwYrhBBCdEdPyl3Gjx9Pfr42C/CLL77odbCaDrEgvbi4GEVJXYAYC9L8fn+v6/EHSqkLaJn+YcOGAfEOL12pR4eB09UlxmQyMXLkSECbKBsjpS6Zp9tB+u9+9zuKiop4//33ueaaa7j55ptpbW1td9wnn3zCv/71Lx588EEWLVrEQw89RF5eXkoGLYQQQnTFtm3bAC0wibXZ2xuDwaD38965cyfV1dVpG19X1NTUJE1mVFU1KUhPpVS2YYwF6YqicNJJJ/XqWn0hVvLidDrZsWOHnknPyclh6tSp7Y6PdWMcKF1dEiWWvMScfvrp/TASsSfd6lbv9XpZuHAh//nPf7BarcyePZsxY8bw8ccfc9pppyUd+8QTT3DdddfpmYvhw4d3et1gMEgwGEwemMmExWLpzvBEN8WWvM7kpa9F18n9HHzknvbejh07ACgrKwO6/rM89NBD+d///gfAZ599pmdZe6Mn9/PLL7/k2GOPxePxcPfdd3PzzTfjcrn0/2YWFxen9PcjsQ3jzp07GTVqVI+us23bNr799ltAW8CoqKgo43+PJ06cyLvvvgvAK6+8ws6dWseTI444AoPB0G782VaVJsCWpWb8d9vd7n9VmjhxImPGjBlw3yOV+vrft7FJ2nvSrSB927ZtZGdnM2TIEH3f2LFjk/6cCBCJRFi3bh2bNm1i/vz5mEwmTj31VC655JIO/yz39NNP88QTTyTtO+ecc5gzZ053hid6qL+zRCK15H4OPnJPeyYcDuutBAsLC6mqquryubFyAID3338/pcvZd/V+7ty5kzPOOAOPxwPALbfcQiAQ4Nhjj9WPsdls3fpee5NYN75mzZou//VhdwsWLNC3Dz/88JSOMV0SY5tHH31U3z7ooIP2OP6B+M9nQUFB0uvZs2cPiHvUF/rqfnblAbhbQbrP52vXP9Nut7crd2lubiYSifDFF1/w/PPP43K5+PnPf055eXmHdWkXX3wx559/fvLAJJOedtFolOrqaoYPH96lJzqR2eR+Dj5yT3untrZWryevrKyksrKyy+cef/zx+nZdXV23zu1Md+6n1+vlnHPOaVdyctdddyX1MB8xYkRKxhYzbtw4fVtV1R5fO3HC7dy5c1M6xnQ56qij9O0NGzbo26effnqH4x/I/3zOmDEj6fUFF1wwIO5ROmXi/exWkG6z2fQn+hiPx0N2dnbSvqysLAAuvPBCcnNzyc3N5ayzzuLTTz/tMEi3WCwSkPcjg8GQMb+Qovfkfg4+ck97JnHlyPLy8m79DCsqKjAajUQiEWpra1P689/b/VRVlUsuuYSvvvoK0LL6Z511Fr///e8B+Mtf/qIfW1JSktKxxcqCQJuc2pNr+3w+PvzwQ/1606ZNGxC/v4ltGGPsdjszZszY4/gH4j+fiQ9j5eXlHHrooQPuO6RLJt3Pbo1ixIgReL3epCf7TZs2tattysvLo6SkJKUzzoUQQojuiNUUgxaIdIfRaNTP6evOZHfddRf//ve/AW3S4n//+18eeOABrr/++nbHZuLE0YULF+Lz+QBtldFMCXj2Ji8vr938uSOOOCKjW0f21Lhx4/SSrksvvXTA3KN9TbfuSnZ2NrNnz+bxxx/H7/ezePFiNm7c2GFrolNOOYW///3veDwe6urqePXVV5k1a1bKBi6EEELsSWzSKHQ/SAcYOnQooAWruzc3SJeXXnqJ22+/HdC6ovzrX//iwAMPRFEUHnjgAa644oqk41MdpCdOHE0sq+mOgdR6cXe7Z9P31B99IDObzSxdupQPP/yQ2267rb+HIzrR7Uenm266iYaGBo455hgeeugh7rnnHvLz83n77beTJnpefvnlFBcXc/LJJ3PxxRdz4okncvLJJ6d08EIIIURnEoP0xDKOrkrs6JJ4rXRpampi3rx5+ut7772XU089VX+tKAp/+tOf9DlciqIwZcqUlI6ht5l0VVX1IN1sNnPcccelbGx9YfcgfU/90Qe64uJivve973W6kqrof92+MwUFBUmznmNOOumkpD6oZrOZW265hVtuuaV3IxRCCCF6oDflLhDPpINW8pLuiXXvv/++Pu9rzpw53Hjjje2OMRgMPPPMM5x66qkUFxczYcKElI4hLy8Pi8VCMBjsUZC+du1atm7dCmgTMXNzc1M6vnRLDNKzs7OZPn16P45G7Ovk8UkIIcSglKpyF9AWFEq3xYsX69vz5s3rdF6XyWTi3HPPTcsYFEWhtLSU7du39yhI/+c//6lvD7RSF0gO0g8//HBpaiH6lcwUEEIIMSglZtITe2B3VWK5S18G6YqicPjhh6f98zoTq0tvbGzs1sIumzdv1jvQmEwmzjzzzLSML52mTZvGzJkzMZvNXHXVVf09HLGPk0y6EEKIQSmWSS8qKupRRnT3cpd0cjqdfPPNNwAcfPDB5Of331rzsbr0cDiM0+mksLCwS+ddd911BAIBfTtxQaiBwmg08umnn+L1etutCyNEX5NMuhBCiEFHVVU9SO/JpFHo23KXTz/9VF946cgjj0zrZ+1NTyaPvv3227z++uuAVlp06623pmVsfUFRFAnQRUaQIF0IIcSg09raqmd1e1KPDn0bpCfWow+0ID0QCHDNNdfor++///4BN2FUiEwkQboQQohBp7eTRkFbZTtW6pHucpdFixbp2/0dpHe3V/pDDz3Ehg0bAJg1axY/+tGP0jY2IfYlEqQLIYQYdHrbIz0mlk2vra3Vy1FSzefzsWzZMkBbCbInk1xTqTuZ9O3bt3PXXXcBWnvIP/7xj7LauBApIkG6EEKIQae3PdJjYkF6MBiksbGx1+PqyJIlSwiFQoDWW7y/dSdIv/HGG/F6vQD87Gc/46CDDkrr2ITYl0iQLoQQYtBJRbkLJLdhTFfJSybVo0PXg/TPP/+c559/HtBWr7zzzjvTPjYh9iUSpAshhBh0EjPpqSh3gfRNHs20ID3xO8dqzTsS6+YCcNddd1FQUJDWcQmxr5EgXQghxKCTqkx6uoP0cDjMZ599BkBFRQWjRo1K+Wd0V3l5uV4Xv2zZsk5r8b/66it9+5RTTumTsQmxL5EgXQghBADr1q3jmWee0VsXDmSpmjia7lVHly9fjsfjAbQseiZMulQUhenTpwPQ0tLC5s2b2x2jqqoepJeWliY9zAghUkOCdCGEEAQCAY477jguvvhi5syZ09/D6bVYuYvNZiMvL6/H10n3qqOJpS6ZMGk0ZsaMGfr20qVL271fVVVFc3MzANOmTcuIhwshBhsJ0oUQQrB69Wo9CH399dd54403+nlEvRPLpJeXl/cqgEx3uUum1aPHxDLpgN4eMlFiqcu0adP6ZExC7GskSBdCCME333yT9Pqaa67B7/f302h6JxAI0NLSAvSu1AWgsLAQq9UKpD5IV1WVTz75BICCggIOOOCAlF6/N/aWSZcgXYj0kyBdCCEEq1atSnq9efNmHnzwwX4aTe+kqkc6aPXZsWx6qstd1q1bp/deP+KIIzAYMuc/yaWlpYwYMQLQAvJIJJL0vgTpQqRf5vwbQQghRL9JzKTHykN+85vfsG3btv4aUo+lqrNLTCxIb21t1Sd5pkKmlrrExEpePB4P69ev1/cnThotKSlJmlwrhEgdCdKFEELoQXpxcTFXXXUVoC1X/4tf/KI/h9UjqeqRHpOuDi+LFi3StzNp0mhMZyUv1dXVNDU1ATJpVIh0kiBdCCH2cQ0NDXpgO2nSJObPn6+vOvnSSy/xwQcf9Ofwui1dmXRIXclLW1ubvhhQdnY2U6dOTcl1UykxSE+cPCqlLkL0DQnShRBiH5dY6jJp0iQcDge/+93v9H1XXXUVoVCoP4bWI6nqkR6Tjg4vf/vb33C5XAD8+Mc/xmKxpOS6qZQYgCdm0iVIF6JvSJAuhBD7uN2DdIALL7yQww47DIC1a9fy+OOP98vYeiKVE0ch9eUukUiERx99VH997bXX9vqa6eBwOBg3bhwAK1asIBgMAhKkC9FXJEgXQoh9XGKQPnnyZAAMBgN/+MMf9P2vvfZaXw+rxzK93OW1115j69atAJx44onsv//+vb5musQmjwYCAVavXp00abS4uJjhw4f35/CEGNQkSBdCiH1crP2ioihJvbqnT59ORUUFoNUkR6PRfhlfd8Uy6QaDgZKSkl5fL9XlLo888oi+fd111/X6eum0++TR7du309DQAMikUSHSTYJ0IYTYh0WjUVavXg3A6NGjsdvtSe8fcsghgNZ+cMOGDX0+vp6IZdJLS0sxGo29vl5ZWZnew7y3QfrKlSv59NNPAZg4cSLHHXdcr8eXTrsH6VLqIkTfkSBdCCH2YZs3b8br9QLxevREsSAd4Msvv+yzcfVUNBqlrq4OSE2pC4DZbGbIkCFA78tdnn76aX372muvzfhM9JQpU/QHlGXLlkmQLkQfkiBdCCH2YYkrjcbq0RMNtCC9qamJcDgMpKazS0ys5KWurk6/fnfV1NTw1ltvAVo9949//OOUjS9d7HY7EydOBLS5C7G/AoAE6UKkmwTpQgixD+uos0ui2MRBGBhBeqonjcbEOrxEo9Gk7jHd8dhjj+kB/pVXXonNZkvZ+NIpVvISiUT46KOPACgsLGTEiBH9OSwhBj0J0oUQYh+2tyA9Pz+fCRMmAFobvkAg0Gdj64lUt1+M6W2Hl//f3p2Hx3j97wO/J/smQWINCRKxBamdhNhqqVL7vtbWaou2WktXWsHHF6WtpSiqtEXRqp029l2kFSUECRJkk0QWWWZ+f8xvTmdkkZl5Zs39uq5efWbmmWdOcpK458z7nJOZmYnvvvsOgLJ8ZsqUKZK1zdDU36ipcNIokeExpBMRlWGqchcnJyf4+/sXeY5qJDU3N1ejPMYcSb2RkYq+K7xs2LABqampAIChQ4dK+gbC0NQnj6qw1IXI8BjSiYjKqKysLNy6dQsA0KhRo2JXQrGkunRDl7sA2of0M2fO4MMPPxS3zXXzouI0adIE9vb2GvcxpBMZHkM6EVEZde3aNSgUCgBFl7qoWFJIVy93MdRIujblLtHR0ejduzeys7MBAAMGDEBQUJBk7TIGR0fHQpOKGdKJDI8hnYiojHpRPbpK06ZNxUiquYd0Q42k61Lu8vDhQ/To0QPJyckAgC5dumD+/PmStcmY1EteKlSogFq1apmuMURlBEM6EVEZ9aLlF1UcHR3F6O/169eRlpZm6KbpzFxq0jMyMtCrVy/cuXMHgPKNzo4dO+Dg4CBZm4xJffIoJ40SGQdDOhFRGVXakXRAs+Tl4sWLBmuTNm7evFmo9ERV7uLu7g4XFxfJXsvNzQ0eHh4AXlzukpeXh4EDB+Ly5csAAB8fH+zbtw/u7u6StcfYOnbsKOYsdO7c2cStISobGNKJiMooVUivVKmS2FGzOOoh/cKFCwZtV2ns3bsX9evXR4MGDUQYBv4bSTfE6imq0fQHDx6IWv6i/N///R8OHToEQFkacuDAAVSvXl3y9hiTn58fdu/ejcWLF2PatGmmbg5RmcCQTkRUBj169AiPHz8GUHKpi4p6TbKp69LlcjlmzpwJuVyOp0+f4vXXX0deXh6ePn2Kp0+fAjBMSFet8JKTkyOWUyyKKqADwG+//YYGDRpI3hZTePXVVzFjxgxJP6EgouIxpBMRlUHalLoAQL169VCuXDkApg/pu3fvRlRUlLgdGRmJxYsXG2xlF5XS1qVfv34dAFClShW0b99e8nYQUdnAkE5EVAZpG9JtbGzEaPqDBw902tBHCgqFAl9++WWh++fOnSu2rAcMW+4CFF+X/uTJE/FmQbVTKxGRLhjSiYjKIG1DOmAeden79u1DREQEAKBZs2aYMWMGAOVuqO+++644zxAj6eobGt27d6/Ic27cuCGOGdKJSB8M6UREWpLL5Vi4cCFGjhyJxMREUzdHJ6qQLpPJ0KhRo1I9x9SbGikUCnzxxRfi9scff4y5c+fC398fAJCZmSkeM8RIet26dcXx1atXizxHVeoCMKQTkX7sTN0AIiJLs2bNGsyePRsA4OXlha+++sq0DdKSQqFAdHQ0AMDX17fUEwFNHdKPHj2Kc+fOAQACAwPx2muvwcbGBmvXrkWnTp00zjVESG/atKk4joyMLPIchnQikgpH0omItHDnzh188MEH4vbZs2dN2BrdJCcnIz09HQDEKHRpeHt7i/B74cIFyOVyg7SvOM+PotvYKP8J69ixIyZPnqxxriHKXTw9PUVdemRkZJHLMDKkE5FUGNKJiEpJLpdj/PjxGmUVkZGRyM/PN2GrtBcTEyOO/fz8tHquajQ9PT1djMYbw/Hjx3H8+HEAypVmBg4cqPH4okWLRIC2sbHRqB+Xkmo0PS0tDXFxcYUeV4V0Jycn+Pj4GKQNRFQ2MKQTEZXSmjVrNFYQAZRrZv/7778mapFupAjpgHFLXtRXdJkzZ47Y/VLFw8MDO3fuRPv27REWFoby5csbpB0llbzk5eXh1q1bAJRvJFQj/UREuuBfECKiUni+zKVHjx7i+NKlS6Zoks7UQ7o25S6AZkg31td99uxZHD58GABQu3ZtDB8+vNi2HT9+HDNnzjRYW0oK6bdv3xafqrDUhYj0xZBORPQCz5e5TJo0SSz9B0BjW3pLoBrtBbQfSW/YsKE4Vg/7hqJQKDBnzhxxe/bs2bCzM92aByWFdNajE5GUuLoLEdELrF69WpS5+Pj4YPHixRp16JYW0tXDdZ06dbR6btWqVeHk5IScnBzcvn1b6qYVcujQIfG99/Pzw9ixYw3+miWpW7cunJ2dkZ2dXWJIr1evnrGbRkRWhiPpREQlSElJ0SifWL9+Pdzd3VGxYkXUrl0bABAREYGCggJTNVFrqpBepUoVuLm5afVcGxsb8XXfvn3boCu8yOVysdQloKxLt7e3N9jrlYatrS0CAwMBKL+PT58+FY9xJJ2IpMSQTkRUgh9++EEEsddffx1du3YVjzVr1gwAkJWVZdSVTvSRmZkptq3Xth5dRTX6/uzZMyQkJEjWtudt27ZN7C760ksvYfDgwQZ7LW2oSl4UCoXGzq3qIT0gIMDo7SIi68KQTkRUDIVCgTVr1ojb6hNHAaB58+bi2FImj+qzsktRzzNUyUtubi4+/vhjcXvhwoVms1pKUXXpCoVChHQfHx+4urqapG1EZD3M4y8eEZEZOnnypAheHTp0KFTCoBpJByynLl2KkK5ex26okL5+/XrR1s6dO+Pll182yOvooqiQ/vjxYzx58gQAS12ISBoM6URExVAfRX9+R0tAM6SXpZF0Q4f0zMxMzJs3T9xesGABZDKZ5K+jqyZNmohjVUhnPToRSY0hnYioCMnJydixYwcA5Xbw/fv3L3ROpUqVULNmTQDKyaOGnEQpFX3WSFdRD+mGWIZx+fLlom5+wIABGmuzmwMPDw/UqlULAPD3339DLpczpBOR5BjSiYiK8MMPP+DZs2cAgDFjxsDJyanI81Sj6RkZGUZZN1xfUoykq1Z3AaQfSS8oKMCKFSsAKFdSmT9/vqTXl4qq5CUzMxN37txhSCciyTGkExE95/kJoxMnTiz2XEubPKrayMjd3R2enp46XcPFxQXVqlUDIH1IP3HiBB49egQA6N27t9muN/58XTpDOhFJjSGdiOg5J06cwI0bNwAAoaGhJYYuS5o8mpeXh7i4OADKUXR96rxVJS+PHj0SO7FKYfv27eJ4yJAhkl1XasWFdHd3d1StWtVUzSIiK6J1SE9NTcW0adMQEhKC/v374/z58yWeHx8fj+DgYHzxxRc6N5KIyJjUR9EnTZpU4rmWNHk0NjZWbLqkaz26iiEmjxYUFIh5AE5OTnj11Vclua4hqIf0s2fPIjY2FoByFN2cJrkSkeXSOqQvWrQInp6eOHLkCKZNm4bZs2cjLS2t2POXLl1qth9XEhE9rzQTRtVVq1ZNlH5cvnwZCoXC4G3UlRT16EU9X6qQfvz4cTx+/BgA8Morr2i9G6ox1a5dW7Tvzz//FP3OUhcikopWIT0rKwvh4eGYPHkynJycEBoaCj8/Pxw7dqzI88+cOQOFQoHWrVtL0lgiIkPbtGkTcnNzAZQ8YVSdajT9yZMnuHPnjkHbpw9VPTqgf0g3xEi6eqmLuewuWhwbGxuxFGN+fr64nyGdiKRip83JcXFxcHFxQZUqVcR9/v7+Rf6BzsvLw/Lly/F///d/2Lt3b4nXzc3NFf8oiobZ2cHBwUGb5pGWVMvFWcKycfRi7E9pbNiwQRxPmDChVN/PZs2aib9zFy9eFMvz6UvqPlUP6bVr19bruupfY0xMjN5tzM/Px6+//gpAWerSs2dPs/9ZbtKkCU6fPq1xX0BAQLHt5u+odWF/Whdj92dpdlDWKqRnZ2cX2urY1dW1yHKXLVu2IDg4GDVq1HjhdTds2IC1a9dq3Ddo0CCzH0mxFvfu3TN1E0hC7E/dJSYm4urVqwCUNcdOTk6i1rgk6n/nwsPD0bJlS0nbJVWfqr42AHB0dCzV11Yc9UGUqKgova4FAKdPnxalLh07dkRycjKSk5P1uqahFfXvm7u7+wu/F/wdtS7sT+tirP5UX8q2OFqFdGdn50Kz+DMzM+Hi4qJx3+PHj/H777/jxx9/LNV1x40bhxEjRmg2jCPpBieXy3Hv3j3UrFmzVO/oyLyxP/V34cIFcdytWzf4+vqW6nk9evQQx7du3Sr1815E6j5NSEgAoAzobdq00euaPj4+cHZ2RnZ2NhISEvT+mhctWiSOR48eLdn30JA6deqkcdvW1hbt27cv9t8u/o5aF/andTHH/tQqpPv4+CArKwuPHz9G5cqVASg/5uzVq5fGedeuXcOjR4/Qr18/AMpadrlcjoSEBKxcubLQdR0cHBjITcjGxsZsfiBJf+xP3Z08eVIch4aGlvr7WLNmTVSqVAmJiYmIiIiATCaTdIUPKfpULpeL0sTatWvDzk6rP/9FqlOnDqKiokQdvq5tzM/Px86dOwEoB4N69+5tET/DTZs2hUwmE5NG69SpU6o5DPwdtS7sT+tiTv2pVStcXFwQGhqKNWvWICcnBydOnMCtW7cQGhqqcV67du3w22+/YcuWLdiyZQsGDBiATp06ISwsTNLGExFJ6cSJEwAAmUyG4ODgUj9PJpOJyaNJSUlm+fF3QkICsrOzAeg/aVRFNXk0NzcX8fHxOl/n+PHjSExMBGD+q7qoc3V11VjKkpNGiUhKWr9VmDVrFhITE9GlSxcsW7YMYWFh8PDwwP79+0UNuYODA7y8vMR/zs7OcHR0RPny5aVuPxGRJJ48eYLIyEgAyhFSbf9eqe88ao6bGkm5/KKKVCu8bNu2TRxb2lwk9fXSGdKJSEpaf95ZoUIFrFixotD9PXv2RM+ePYt8zuTJk7VvGRGREZ06dUqULXTo0EHr56tvahQREYG+fftK1TRJqId0fTcyUlEP6TExMTp939RXdXF2di5UPmnugoKCxLr6DOlEJCXzKLohIquhUCg01o02F9euXUOPHj3wySefFLnh0PHjx8WxLmGzUaNG4li1Rbw5McRIuhQbGh07dgxJSUkAgF69ehVaQczcjR07Fn5+fmjcuDEGDBhg6uYQkRVhSCciyTx58gRBQUGoUqUKrly5YurmCMnJyejVqxcOHjyIL7/8ssgN2NRDevv27bV+jTp16sDW1hYAcOPGDd0bayBSbmSkIkW5iyWXugCAt7c3bt68icjISHh4eJi6OURkRRjSiUgyK1euxN9//42UlJRCex+YSkFBAUaMGIG7d++K+zZt2qRxTmZmJi5evAgAqFevnli9ShsODg4itEZHR5vdBieqkXSZTCbZZkvq19ElpD99+hQ///wzAOXCBK+88ook7TI2qVfzISICGNKJSCK5ubn45ptvxG31NcdNad68eTh48KDGfdu3b8fTp0/F7bNnz4oSHV1KXVTq1asHQLnx2/3793W+jiGoQrqPjw8cHR0luaazszOqV68OQLeQ/tNPPyE9PR0AMHToUIsrdSEiMiSGdCKSxC+//CI2ywGAyMhI5ObmmrBFwB9//IF58+YBUK5926ZNGwDKkXPVutzAf0svAtKEdMC8Sl5SU1ORmpoKQLpSFxXV9R4/foyMjIxSP0+hUGDVqlXi9ptvvilpu4iILB1DOhHpTaFQYOnSpRr35ebm4p9//jFRi5Qjx6NGjRK3Fy5ciCVLlojbGzduFMf6ThpVMdeQbohJoyrqdemqTY1K4/z584iIiAAAtGzZEi1atJC0XURElo4hnYj0Fh4eLiaKqtfmmqrkJSsrCwMGDMCTJ08AAP3798eMGTPQtm1b1K1bFwDw119/ITY2Frm5uThz5gwAwNfXFz4+Pjq/rrmGdENMGlXRdfIoR9GJiEqm/77QRFTmqY+iv/322/j6668BKEP6G2+8YfT2fPvtt2Jjonr16mHDhg3izcOYMWPw8ccfAwB++OEHdOnSBTk5OQD0G0VXvZaKMUJ6fn4+vv76a8TGxqJSpUqoVKkSvLy8UKlSJVSrVg3e3t5wdnY2yBrpKrqE9OTkZPzyyy8AgPLly2PIkCGStomIyBowpBORXm7cuIE//vgDAFCzZk18+eWXWLlyJQoKCkw2kr5v3z5x/Msvv8Dd3V3cHjVqlFgrfdOmTbCz++/PoL4hvXLlyvDw8EBaWppRQvoPP/yA9957r8RzPD09UVBQIG4bqiYd0CyrKcnGjRvFG6OxY8fCxcVF0jYREVkDlrsQkV6++uorcTx16lS4u7sjMDAQABAVFYWsrCyjticnJ0eUr9SuXVtj23ZAubpJly5dAChDpfqKNLqsj65OJpOJ0fS4uDiDf+3qtfTFSU5OFmU/gObItxS0HUmXy+VYvXq1uG2KT1qIiCwBR9KJSGdJSUlizXE3NzdMmDABANCiRQtERkZCLpcjIiICwcHBRmvTmTNn8OzZMwBAp06dijxnzJgxOHLkCAAgPj4egHIUPCAgQO/Xr1evHs6fPw8AuHnzZqE3CVL6+++/AShXrtm+fTtSUlKQmJiIxMREJCQk4P79+7h//z4ePHiAvLw8TJw4UeNTBSlUrlwZLi4uyMrKKlVIP3r0qKiR79Kli0aJEBER/YchnYh0tmbNGmRnZwMAxo8fj/LlywNQrtaxfv16AMq6dGOG9L/++kscFxfS+/Xrh3LlymksGdihQwdJNqR5vi7dUCE9Pz8fUVFRAICAgAD079+/2HPlcjmysrLg5uYmeTtkMhnq1KmDq1ev4u7duygoKBA7rxaFE0aJiEqH5S5EpJPExERRKmJjY4OpU6eKx1q2bCmOjV2XXpqQ7urqikGDBmncp289uoqxJo9GR0eLdeibNGlS4rk2NjYGCegqqrr03NxcPHjwoNjzHjx4gN9//x0AUK1aNfTp08dgbSIisnQM6USktbt37yIkJAQPHz4EAPTt21ejNjkwMFDsannx4kWjtSsrKwvnzp0DANStWxfe3t7Fnjt27FiN25YW0tXXoH9RSDe00talr127VkxinThxIuzt7Q3eNiIiS8WQTkRauXr1KoKDgxEdHQ0A8Pb2xuLFizXOcXBwEGUe0dHRGhMXDenUqVPIy8sDUPwoukpISIhYjrBSpUpisqu+/P39RdmMIUO6qh4dMH1IV609DwCXLl0q9rxff/0VgHJkf+LEiQZvFxGRJWNIJ6JSO336NDp06CAmWwYEBODUqVNFrhiiXvJSUnCTUmlKXVRkMhl++uknjBw5Elu3bi2xjlobzs7O8PX1BaAM6QqFQpLrPs+cQnrHjh3F8cGDB4s8JyEhAVevXgWgnFhco0YNYzSNiMhiMaQTUakcOXIEXbt2RWpqKgBl0Dp58qQIpM9TD+nGKnlRD+nqwbE4LVq0wObNm9G1a1dJ26EqecnIyBAlQVJThXR3d3e9dkmVQv369VGzZk0AymUhi1p6UrWaDgC8/PLLRmsbEZGlYkgnohdSKBSYOHGiWMmlS5cu+PPPP1GpUqVin9OiRQtxbIzJoxkZGeJ1GjRogKpVqxr8NYtj6Lr0J0+eIC4uDoByFF2KVWn0IZPJ0L17dwDAs2fPily/nSGdiEg7DOlE9EKpqam4e/cuACAoKAh79+5FuXLlSnxO/fr14erqCsA4If3kyZNiUuKLSl0MzdAh3ZwmjaqoQjpQuORFoVDg8OHDAAAXFxe0adPGqG0jIrJEDOlE9EKqgA4oR8hVK7eUxNbWFs2bNweg3H3z8ePHhmoeAO3q0Q3N0CHdnOrRVbp06QIbG+U/Kc+H9GvXriEhIQEAEBoaWqqfHyKiso4hnYheSD2k16pVq9TPM2Zdurb16IZUFkN6hQoV0Lp1awDAv//+K8pxAIhRdIClLkREpcWQTkQvdOfOHXFcu3btUj/PWHXpaWlpuHz5MgCgcePG8PLyMthrlYa3t7co9TF0SJdq6Ugp9OjRQxyrj6ar16NLPUmXiMhaMaQT0QtJMZJuyJB+/PhxyOVyAKYvdQGUEykDAgIAKN/gPHv2TLJry+VyUZNep06dF84NMKai6tJzc3MRHh4OAKhatapZvakgIjJnDOlE9EK6hvQ6deqgYsWKAJQh3VBrhptTPbqKquRFLpcjJiZGsuveuXMHmZmZAMyn1EWlRYsWor+PHDmC/Px8nD17VrS3a9euJl+JhojIUjCkE9ELqcpdHB0dtVraUCaTiZKXx48f4/79+wZpnyqky2QyhIaGGuQ1tFW/fn1xLGXJiznWo6vY2tqKcpa0tDScP3+eSy8SEemIIZ2ISqRQKMRIuq+vr1jBo7QMXZeekpKCyMhIAMrlIStUqCD5a+jCUJNHzTmkA4VLXtQnjXbp0sUUTSIiskgM6URUouTkZFGuoE2pi4qh69KPHTsmymjMpdQFKLshvVu3buJ4x44dOH/+PACgYcOG8Pb2NlWziIgsDkM6EZVI15VdVAwd0s2xHh2AmDgKGCaku7i4oE6dOpJdVyo1atRAo0aNACjXR1dN6GWpCxGRdhjSiahEuk4aVfH29ka1atUAKNdKl3ryqCqk29jYoH379pJeWx+urq6oUaMGAOlC+tOnT8Uk1MDAQNja2kpyXampl7yocOlFIiLtMKQTUYn0DenAf3XpaWlpuHXrlgStUkpMTMTVq1cBAM2bN4eHh4dk15aCquQlJSUFSUlJel8vKipKvMkxx1IXledDup2dndlM6CUishQM6URUIn3LXQDDlbyo1t8GzKvURUW9Lv369et6X8/c69FV2rdvDycnJ3G7bdu2ZrWeOxGRJWBIJ6ISSTGSbqiQbq716CrqG/eodkTVh6WEdGdnZ42Rc9ajExFpjyGdiEqkCunOzs6oXLmyTtdQX4bx4sWLUjQLwH8h3c7ODiEhIZJdVyqtWrUSx+fOndPrWgqFQiPoN27cWK/rGdrgwYMBKOcK9O3b17SNISKyQHambgARmS/1NdJr1aql826RXl5eqFWrFu7evYvLly8jPz8fdnb6/flJSEgQJSQtW7aEm5ubXtczhCZNmsDR0RHPnj3TK6RnZmbizTffxOnTpwEANWvWFDt7mquxY8fC2dkZVatWNfs3FERE5ogj6URUrMePHyM7OxuA7qUuKqqSl6ysLPz777/6Ns3s69EBwN7eHs2aNQMAxMTEIDk5Wetr3L59G+3atcOWLVvEfR9//LFkbTQUGxsbDBs2zGz7hojI3DGkE1GxpKhHV1GvS5ei5MXc69FVWrduLY5VG/uU1s6dO9G3b1+xgk25cuWwY8cOTJo0SdI2EhGR+WFIJ6JiSbGyi4p6XboUk0f//PNPAMrR6nbt2ul9PUNRD+mlLXl59OgRJk2ahEGDBuHp06cAlDt2XrhwAQMGDDBIO4mIyLwwpBNRsaQcSW/evLmoadc3pN+7d09s6tOmTRu4uLjodT1DUp88+qKR9OzsbCxYsAB169bF2rVrxf1Dhw7FuXPnNJZ0JCIi68aQTkTFkjKku7u7i5AZGRmJZ8+e6XwtSyl1AZSfQHh5eQFQhvSidlxVKBT46aefUL9+fcyZMwcZGRkAlOUtn3/+OX788UeznBhLRESGw5BORMWSstwF+K8uPS8vD//884/O17GkkC6TyUTJS3JysvgEQN3nn3+O4cOHIy4uDoBy0uUbb7yB6OhojB49WudVdYiIyHJxCUYiA4iIiChyh8mgoCA0aNDABC3SjWok3dXVFZ6ennpfr0WLFti8eTMAZcmLep26NlQh3cnJCW3atNG7XYbWunVr7N27F4ByNN3f3188lp2djaVLl4rbPXr0wOLFixEYGAi5XI7Y2Fijt5eIiEyPIZ1IYuHh4cWO7jo4OODkyZMaK52YK/WAqM8a6eqe33n0zTff1Poad+7cEe1q166dxvbz5ur5TY2GDx8ubu/bt09MDh05cqR4E0NERGUby12IJLZ69epiH8vNzcWUKVNQUFBgxBbp5uHDh6JuXIpSF0D5SYJqEyNdJ49aUqmLSkk7j/7888/ieNSoUUZrExERmTeGdCIJZWZmYs+ePQCAihUrYvny5eI/VZnLxYsXsW7dOlM2s1SknDSq4uzsjMDAQADAtWvXkJmZqdXzc3NzxfcXsJyQXqFCBQQEBABQlkLl5uYCADIyMvDHH38AUO7K2rlzZ5O1kYiIzAtDOpGE/vjjD2RlZQEABg4ciKlTp4r/1EfYZ8+ejcTERFM1s1QMEdKB/9ZLl8vliIiIeOH5CoUCERERmDZtGry9vbF7924AgIuLi0WUDamoRtNzc3MRGRkJAPj999+Rk5MDABg0aJD4lIGIiIghnUhC6qULQ4cO1XisQ4cOGDlyJAAgNTUVs2fPNmrbtCX1yi4qz9ell+TYsWMICgpCs2bNsGLFCiQlJYnHRo0aBQcHB8naZWhFbWqk/vMybNgwo7eJiIjMF4dtiCSSlpaGffv2AQCqVq2KDh06FDpn8eLF+P3335Geno7169djwoQJBl2dJDk5GcePH0dcXJz4Lz4+HsHBwViwYAFsbW2Lfa6hRtJLG9IVCgXGjRun8WbB0dER/fr1w5gxY9CtWzfJ2mQM6iH9/PnzSElJwcGDBwEA3t7eCA4ONlXTiIjIDDGkE0lk9+7dotZ48ODBRQbgqlWr4osvvsC0adMAAFOmTMGFCxdKDMu6SklJQf369TVGn1VOnz6NrKwsfP3118Wu2mKokB4YGAhHR0c8e/YMFy9eLPa8K1euiIBeq1YtzJo1C0OGDEH58uUla4sxNWnSBA4ODsjNzcW5c+ewc+dO5OXlAQCGDBkCGxt+sElERP/hvwpEElEvXRgyZEix502ZMgVNmjQBoJxEWNJqMPo4cOBAkQFd5dtvv8XChQuLfVwVkN3d3VGhQgXJ2mVvb4+goCAAwM2bN/HkyZMiz9u5c6c4/vDDDzF58mSLDeiA8lOAl156CQAQHR2t0e/Pl0YRERExpBNJICkpCUeOHAEA+Pj4lFjCYmdnh2+//Vbc/uijj4oNqvoIDw8Xx3PnzkV4eDhiYmLw/fffi/vnzJmDTZs2FXpuQUGB2P1SqjXS1akvSaha3eR5u3btAqDcsbNv376Svr6pqJe8XLp0CQDg5+en86ZORERkvRjSiSSwc+dO5OfnAyhd6UJISAhGjBgBQFnLfvLkScnbpArp9vb2mDFjBkJDQ1GnTh2MGzcOCxYsEOeNHz8eBw4c0HhuQkKCKMWQstRFZdCgQeJ4zZo1hR6Pjo5GVFQUAKBNmzaoVq2a5G0wBfU3JypDhw6V/E0QERFZPoZ0IgmUtKpLcXr16iWOVUvySSU+Ph43b94EoBy9dXFx0Xh85syZePvttwEoR80HDhyoMYnTUCu7qISEhIh140+ePCkCuYpqFB0A+vXrJ/nrm4r6SLoKS12IiKgoDOlEekpISBCj1nXr1hV1xy/StGlTcSx1SD927Jg47tixY6HHZTIZvvrqKwwcOBCAchOmbt26idVpDDVpVP31J0+eLG5/9913Go9ba0j38/NDxYoVxe1GjRqJzZ2IiIjUMaQT6Wn79u1QKBQAlKUupS1dCAgIgKOjIwDpQ7p6PXpRIR0AbG1tsXnzZrFU5JMnT/Dqq6/is88+Q0xMjDjPECEdAEaPHg0nJycAwA8//IDs7GwAwIMHD8Q64o0bN4a/v79BXt8UZDKZRskLR9GJiKg4DOlEetKl1AVQTiBVjaLevHkTmZmZkrVJvR69bdu2xZ7n5OSEPXv2iNFqhUKBefPmaaz6YohyFwCoUKECBg8eDED5BmHbtm0AgN9++02cY02j6Cq9e/cGADg7O4t5CURERM9jSCfSQ0xMDM6cOQNAuf53o0aNtHq+quRFoVDg6tWrkrQpPj4e0dHRAJQTFZ+vR3+eu7s7fv31VyxcuFBMeH327Jl43NfXV5J2FUW95EU1gVR96cX+/fsb7LVNZdKkSdi5cydOnz5tsDdARERk+RjSifSwYsUKcazLqKh6XfqVK1ekaNIL69GLIpPJMHPmTBw6dAheXl7i/vLlyxt0bfK2bduKTxPOnDmDY8eOiU8BateuLdaTtyZ2dnbo16+fWCueiIioKFqH9NTUVEybNg0hISHo378/zp8/X+R5y5Ytw2uvvYYOHTpg6NChOHHihN6NJTInqampWL9+PQBl6cLEiRO1voYhJo/qEtJVunTpgsuXL4t13ocNGyZJm4rz/ATS0aNHo6CgAIByFJ1LExIRUVmldUhftGgRPD09ceTIEUybNg2zZ89GWlpaofNcXFywYsUKhIeHY8aMGfjkk0/w4MEDSRpNZA7Wrl0r6sjHjRsHT09Pra+hPlIsVUg/fvw4gBfXoxenZs2aOH36NGJjYzU2XTKUkSNHwtnZGQDEBkqAddajExERlZadNidnZWUhPDwcv/32G5ycnBAaGgo/Pz8cO3YMffr00ThXfXSsRYsWqFOnDq5fvw5vb+9C183NzUVubq5mw+zs4ODgoE3zSEtyuVzj/1R6ubm5otRFJpNh6tSpOn0fPTw84OPjg7i4OPz999/Iz89/4UZIxZHL5Xj8+DFu3LgBQFmP7uzsrHP/1qhRAwqFQqxcYyju7u4YMmQINm7cKO6rUqUKWrduXeZ/Nvk7al3Yn9aF/WldjN2fpfm3XquQHhcXBxcXF1SpUkXc5+/vj9u3b5f4vPT0dMTExKBOnTpFPr5hwwasXbtW475BgwaJlR/IsO7du2fqJpjcH3/8gSVLlmD48OGlKlvZvXu3+GSoa9eucHBwQGxsrE6vXbduXcTFxeHp06c4efKkXhM1VUsXAspSGl3bZGx9+vTRCOmdO3fmz6Uafi+sC/vTurA/rYux+rM0CwdoFdKzs7Ph6uqqcZ+rq2uR5S4qcrkcc+fORefOnYtt0Lhx4wpNuuNIuuHJ5XLcu3cPNWvW1Hn01hpkZ2fjs88+Q2pqKhYsWID+/fujWbNmxZ6vUCiwefNmcXvOnDl6Bes2bdrg6NGjAICkpCSxbrm25HI5zp49K2736dPHoCuzSMnHxwdNmzYVJT+jRo2ymLYbEn9HrQv707qwP62LOfanViHd2dm50FrOmZmZJS7xtnDhQjx9+hQLFiwo9hwHBwcGchOysbExmx9IU9i5cydSU1PF7Q8++AB//vlnsZMWw8PDERERAQBo3rw5QkND9ZrgqL7Kxz///CN2AdWFaiTdzs4OISEhFtWvy5YtQ//+/dGuXTu8/PLLFtV2Qyvrv6PWhv1pXdif1sWc+lOrVvj4+CArKwuPHz8W95VUxrJ8+XJcv34dS5cuZQgns7V69WqN2+Hh4dizZ0+x5y9ZskQcv//++3qvQCLVCi8JCQmi9KxVq1aFPvUyd506dUJqair27t0LOzutxg+IiIisjlYh3cXFBaGhoVizZg1ycnJw4sQJ3Lp1C6GhoYXOXbduHU6ePIkVK1ZYXFigsuOff/7B6dOnASgnMKp88MEHyMvLK3T+jRs38McffwBQTqzUZ9Rbxc/PT/yO6BPSVau6ANovvUhERETmRevx/FmzZiExMRFdunTBsmXLEBYWBg8PD+zfv19joufq1atx//599O7dG+3bt0f79u2xf/9+SRtPpC/VLpcAMH/+fLRv3x4AEB0drfGYyrJly8TxtGnTYG9vr3cbbGxs0LhxYwDA3bt3S5zjURJ91kcnIiIi8yJTGHp9NTJbcrkcsbGx8PX1NZv6K2PKzMxE9erVkZ6eDhcXF8THxyM6OhqtWrUCAHh6euLWrVsoX7488vPzsWDBAsydOxcFBQVwc3PDvXv3JNuN84033hBvCo4fPy7eLGijQYMGuH79Ouzs7PDkyRN+gmUFyvrvqLVhf1oX9qd1Mcf+ZOEnGU1BQQFWrlyJmJiYQo+1b98eAwYMMGp7fv75Z6SnpwNQ7qzp4eGBli1bYvjw4di6dSuSk5MRFhaG8ePHY/To0Rq7606dOlWygA4UrkvXNqRv3LgR169fBwC0bNmSAZ2IiMjCMaST0axevRpTp04t8rHly5dj8+bNGDlypNHao17Oor75VlhYGH799Vc8e/YMy5cvxzfffIPs7GwAgK2tLebMmYNPP/1U0rboM3l0+fLlmD59urg9dOhQqZpFREREJmIe4/lUJmzdurXExydNmoQrV64YpS2XL1/GhQsXAADNmjVDixYtxGO+vr549913ASh3FlUF9ICAAJw6dQrz5s2TfPURVU06UPqQrlAoMHfuXI2APnbsWEyZMkXSthEREZHxMaSTUcTHx4tVVOrXr4+zZ8+K/8aMGQNAualQv379kJKSYvD2PD+K/vwyirNnz0alSpXE7bfffhsRERFo3bq1QdpTrlw5+Pn5AQCuXr2KgoKCEs+Xy+V499138fnnn4v7Pv30U3zyySdmU0tHREREumO5CxnF7t27xfGgQYM0wm7Tpk1x7do1XLhwAXfv3sWwYcOwb98+2NraGqQt6enp2LJlCwBlOB42bFihc9zd3fHHH3/g+++/x6BBg9ClSxeDtEVd06ZNERMTg+zsbNy8eRP169cv9tx33nkHK1euFLeXLVuGqVOnIjY21uDtJCIiIsPjkBsZxa+//iqOn58g6uTkhF9//VWMXB86dAiffPKJwdpy4MABsXPuiBEjUK5cuSLPa9WqFVavXm2UgA6Uvi79xo0bIqDb2Njg+++/1yh5ISIiIsvHkE4Gl5SUJNbwrlOnDpo0aVLonJo1a2L79u1i9HzBggXYuXOnQdrz119/ieO+ffsa5DV0UdqQ/ssvv4jjefPmYdy4cQZtFxERERkfQzoZ3J49e0SN9YABAwrVf6uEhobi//7v/8TtcePGiSUSpaQK6XZ2dggODpb8+roqTUhXKBT4+eefxe3Ro0cbvF1ERERkfAzpZHDqpS79+/cv8dxp06aJ0e309HRcvHhR0rbEx8fjxo0bAJTribu5uUl6fX34+vrCw8MDAHDlyhUUtc/Y1atX8e+//wIAQkJCULNmTaO2kYiIiIyDIZ0MKj09HYcPHwYAeHt7i908iyOTyfDKK6+I21FRUZK2R1V2AwCdOnWS9Nr6kslkYinI+Ph4HDhwoNA56qUuQ4YMMVrbiIiIyLgY0smg9u7di9zcXABAv379SrU8YGBgoDi+evWqpO1Rr0c3t5AOQGON8/nz52uMpquXutjY2GDgwIFGbx8REREZB0M6GZT65M/nV3UpTqNGjcSxoUK6vb092rVrJ+m1pdC3b180bNgQAHDq1CkcP35cPHb58mXExMQAADp27IiqVauapI1ERERkeAzpZDBZWVnYt28fAMDLywshISGlep67uzt8fHwAKEN6UbXZurh//z5u3boFAGjTpg1cXFwkua6UbGxsMHv2bHE7LCxMHLPUhYiIqOxgSCeDOXToELKysgAoR4jt7Eq/d5ZqND09PR0PHjyQpD3mXuqiMnToUNSuXRuA8nt44cIFKBQKEdLt7OxeOAGXiIiILBtDOhmMNqu6PM8QdenqIb1jx46SXNMQ7OzsMHPmTHE7LCwMZ8+eRVxcHACga9eu8PLyMlXziIiIyAgY0skgcnNzsWfPHgDK8pXOnTtr9XxDhnRHR0e0bdtWkmsaytixY1G9enUAwO7du/H555+Lx1jqQkREZP0Y0skgzpw5g7S0NADAq6++CkdHR62erz55VIplGO/evYu7d+8CANq2bQsnJye9r2lIjo6OmDFjhrh96NAhAICDg4NZ7ZJKREREhsGQTgYREREhjnWp/27QoIHYmVSKkfTw8HC92mMKkyZNgqenp8Z9PXr0QPny5U3TICIiIjIahnQyiCtXrohj9e3uS8vFxQV+fn4AlCPpcrlcr/ZYyqRRda6urpg+fbrGfUOHDjVNY4iIiMioGNLJICIjIwEolxRUry/Xhup52dnZuHPnjs5tUSgUIqQ7Ozu/cNdTc/L222/D3d0dgLLtvXv3NnGLiIiIyBhKvyYeGdTNmzeRkJCgcZ9MJkPjxo0trrwhLy8P165dAwAEBATA2dlZp+s0atQIu3fvBqAcTVeNrGvr9u3buHfvHgCgXbt2WtfHm1L58uWxefNmzJ8/H2+//Tbc3NxM3SQiIiIyAoZ0M7BlyxaMHDmyyMeqV6+OCxcuiJU+LMH169eRm5sLAAgKCtL5Os+v8NKnTx+drmOJpS7q+vTpo/PXTkRERJaJ5S4mlpSUhKlTpxb7eHx8PMaMGaN3TbYxqUpdAN3q0VWkWobR0kM6ERERlT0cSTex2bNnIyUlBQAQEhKCdu3aicd+/PFHxMfH48iRI1i2bBnef/99UzVTK1KF9ICAANjZ2SE/P1/nZRjV69FdXV3RsmVLndtDREREZCwM6SZ09uxZrFu3DoByw59t27ahWrVq4vHu3buja9euUCgUmD17Njp37oyXXnrJVM0tNX1XdlFxcHBAQEAArl27huvXryMvLw/29vZaXePbb78Vtf4hISFaP5+IiIjIFFjuYiL5+fl48803xe0vvvhCI6ADQOfOnfHBBx8AUE7GHD58OLKysozaTm0pFAoxku7l5VXoa9KWquQlNzcXt27d0qodYWFheOedd8R9XL6QiIiILAVDuomsWrVKjDgHBQVhypQpRZ73xRdfoHnz5gCUEzLfe+89YzVRJw8fPkRiYiIA5del2pBIV7rUpSsUCsycORMfffSRuG/OnDkYM2aMXm0hIiIiMhaGdBNISEjAxx9/LG6vXLkSdnZFVx45ODhgy5YtcHFxAQCsWbNGLEtoSHK5HGfOnMGsWbPQs2dPvP/++zh8+DBycnJKfJ5U9egqjRo1EselqUsvKCjA5MmTsXjxYnHf//73P8yfP1/vNwxERERExsKQbgIzZsxAeno6AGD8+PFo27ZtiefXq1cPy5cvF7cnTZr0wrCsq1OnTmHSpEnw9vZGu3btsGjRIhw4cABLly5Ft27dULFiRfTq1QvffPMNMjIyCj1f6pCu7Uj6hAkTsHbtWgDKdea/++47UTJEREREZCkY0o3s0qVL2Lp1KwCgYsWKWLhwYameN378eLzyyisAgMTERJw7d07ytl2+fBkhISFYu3YtHj58WOQ52dnZ2LdvH9555x2MGjWq0ONSh3Q/Pz+x+dCLQvq1a9ewceNGAICdnR1++uknTJw4Ue82EBERERkbQ7qR7dy5Uxx//vnn8PLyKtXzZDIZBg0aJG6fOHFC8rbt27dPHDs5OaFPnz74/vvvcevWLfzyyy8YN26cxqZKe/bsKbRLqqrO3sHBAfXr19e7Tba2tmjQoAEA4NatWyV+gnD8+HFx/Pnnn2PIkCF6vz4RERGRKTCkG5l6EB48eLBWz+3QoYM4NkRIP3v2rDi+cuUKfvvtN4wbNw5+fn4YPHgwvv/+e9y/fx8ffvghAGXd+s8//yyek52djRs3bgAAGjZsCAcHB0napSp5KSgoENcvyqlTp8Rx165dJXltIiIiIlNgSDeiBw8eiJHmFi1aoEqVKlo9v3bt2mIk+/Tp08jPz5esbQqFQoR0T09PBAQEFHmeTCbD66+/Lm5v2bJFHEdFRYmdUaUodVEpbV36yZMnAQDOzs4WsZ48ERERUXEY0o3owIED4rhnz55aP18mk4nR9KdPn2psGqSv27dvIzk5GQDQpk2bEldCqVevnlgW8tKlS7h+/ToA6evRVUoT0h88eIC7d+8CAFq1aiXZKD4RERGRKTCkSyA7Oxvh4eGYN28epk6ditjY2CLPUy91UU0C1Vb79u3FsXoNtr7US13atGnzwvNHjBghjlWj6YYK6aVZhlG91CUkJESy1yYiIiIyBYZ0HeTm5uKvv/7CRx99hJCQEHh4eKBTp0747LPP8PXXX2PYsGGFnpOXl4fDhw8DUJaTtGzZUqfXVg/pUtalaxvShw4dChsb5Y/P1q1bNXYaBaQN6T4+PnBzcwOgfCOgUCgKnaMqdQGA4OBgyV6biIiIyBQY0kvpwYMHWLVqFV577TVUrFgRnTt3RlhYGE6dOoW8vDyNc8+cOYNLly5p3Hfq1CmxrniPHj1ga2urUzsaNWqEChUqAFCGdFUNuL5UIV0mk5XqDUS1atXQpUsXAMpSmTNnzoiQXqNGDXh6ekrSLgCwsbERbYqLiyuyzEc1ki6TyV647jwRERGRuWNIL4XIyEj4+flhypQp+P3335GZmanxeN26dTF+/HhMmjRJ3Pftt99qnCNFqQugDKyqco7k5GRRD66P7OxsEXwbNGgADw+PUj1PveQlLCwMaWlpAKQdRVdRXwlHtc68SkZGhmh/YGAgypcvL/nrExERERkTQ3opbNq0Cc+ePRO3K1eujFGjRmHLli2Ij49HdHQ01q1bh6VLl4qAu3XrVjERE/gvpMtkMnTv3l2v9qgvxShFXXpERIRYKaY0pS4q/fr1g5OTEwBg79694n5DhPSBAwfCzs4OAPDzzz9rfIJw9uxZcZv16ERERGQNGNJLQRWwbWxscPbsWSQkJOCHH37A8OHDUa1aNXGeq6urWJ7w2bNnWL9+PQAgNjZWTHhs06aN3qUgUtelq+9eqk1Id3d3x2uvvVbofkOEdC8vL/Hm5v79+xo16Jw0SkRERNaGIf0F7ty5IzbQadeuHVq3bi0mTBblzTffFMerVq1CQUEB9u/fL+7TZenF5zVr1gwuLi4AlCPpRU2k1Ib6pNHWrVtr9Vz1kheVoKAgvdpTnOHDh4tj9ZIXTholIiIia8OQ/gLaBuy6deuiR48eAIC7d+9i3759ktWjq9jb24vJkffv3y92ycfSUo2ku7q6aix3WBrdu3dHxYoVxW0XFxf4+fnp1Z7i9OnTR7w52b59O3Jzc5Gfny/eZNSoUQM+Pj4GeW0iIiIiY2JIfwH1gF3aUfC33npLHC9duhRHjx4FAFSpUkWynTClKnl59OgR7t27B0C5CZC2q844ODhoTOps3LixzivXvIibm5sor0lJScGhQ4cQGRkpJvIGBweXuAkTERERkaVgSC9BTk4O/vzzTwDKJQdLW8bRs2dP1K5dGwAQHh6OrKwscX9JpTLakGryqPpyhtrUo6sbNWqUONZ1/ffSUi95+emnn1iPTkRERFaJIb0Ex48fR3Z2NgDl2ualHaW1tbXVqE1XkaLURaV169awt7cHoN9IekREhMY1ddGuXTssWLAAAwcOxIcffqhzW0qjW7duorxm9+7dOHjwoHiM9ehERERkLRjSS6DPhM/XX39dLE8IKIP7yy+/LFnbXFxc0Lx5cwDAjRs38OjRI52uoz6SrmtIB4BZs2Zh+/btqFmzps7XKA0HBwcMGjQIAJCVlSXKkcqVK4fGjRsb9LWJiIiIjIUhvQSqAKhLwPb09MSwYcPE7eDgYMk32VEveVFf4aS08vPz8c8//wAAatWqhapVq0rWNkNSL3lRadOmjVhHnYiIiMjSMaQX4/bt24iOjgagLOfQJWBPmzZNTKJUn1wpFfXJo7rUpV+9elWU8+haj24KISEhqFGjRqH7iIiIiKwFQ3oxpFjbvGnTpggPD8ePP/6IN954Q6qmCeqrmRw+fLjE9dJPnjyJdevWISUlRdynvj66JYV0GxsbDB06VOM+hnQiIiKyJgzpxVAP6fpM+AwJCcGIESMMsixhhQoVRLj+999/cfjw4SLPi4iIQKdOnTBx4kT4+/tj+fLlyM3N1dhpVJ96dFNQL3mxtbW1uPYTERERlYQhvQjqSy9Wr14dTZo0MXGLivfuu++K4//9739FnvPFF18gPz8fAJCamorp06ejUaNGOHToEADlZEyp1m83lqCgILHcY9euXeHq6mriFhERERFJhyG9CMeOHdNp6UVT6N+/P/z9/QEAR48exaVLlzQe//vvv7Fr1y4AELt1AsCtW7fw8OFDAMBLL70ER0dHI7VYGjKZDHv27MHWrVuxdetWUzeHiIiISFIM6UWQqtTFGGxtbTFjxgxx+/nR9Pnz54vjsLAwXLx4UWNVGEC506glqlKlCoYNGybWTSciIiKyFgzpRVAtvWhnZ4euXbuauDUvNnr0aFSuXBkAsGPHDsTExABQ1qlv374dAFC5cmVMnDgRzZs3R3h4OHbt2oXGjRujWrVqmDx5ssnaTkRERESFMaQ/JyYmBjdv3gSgXHrRw8PDxC16MWdnZ0ybNg0AIJfLsWTJEgDKUXTVii8ffPCBKHeRyWTo27cvrly5gpMnT6JBgwamaTgRERERFYkh/TmWVOqi7s0334SbmxsAYMOGDTh16hR++uknAMqNlYpbAtKc6+2JiIiIyiqtQ3pqaiqmTZuGkJAQ9O/fH+fPny/yvJycHHzyySfo0KEDevXqhQMHDujdWGPw9/fHa6+9BldXV53XRzeFChUqYNKkSQCU3/tXXnkFcrkcAPD++++LAE9ERERE5k/rkL5o0SJ4enriyJEjmDZtGmbPno20tLRC561ZswZPnjzBvn37sHDhQixatAh3796Vos0G1aNHD+zevRspKSlo3LixqZujlenTp8POzg4AkJ6eDkAZ3t966y1TNouIiIiItKRVSM/KykJ4eDgmT54MJycnhIaGws/PD8eOHSt07r59+zB+/Hi4ubmhcePGCA0NxcGDByVruKE5ODhYXClIzZo1MWLECI37pk+fDnd3dxO1iIiIiIh0YafNyXFxcXBxcUGVKlXEff7+/rh9+7bGeenp6UhOThbrd6vO+/vvv4u8bm5uLnJzczUbZmcHBwcHbZpHUJa2bNq0CQDg7u6Ot99+W5S9PE91f3GPk2Vhf1of9ql1YX9aF/andTF2f9rYvHicXKuQnp2dXWhnR1dX10LlLllZWeIx9fNUGwQ9b8OGDVi7dq3GfYMGDcLgwYO1aR4BcHNzw/Tp07Ft2zbMmjULaWlpRZYjqbt3756RWkfGwP60PuxT68L+tC7sT+tirP6sXbv2C8/RKqQ7OzsjMzNT477MzEyNnSyB/3a2zMzMFBMWMzMz4ezsXOR1x40bV6hMgyPpuluyZIlYhrEkcrkc9+7dQ82aNUv1jo7MG/vT+rBPrQv707qwP62LOfanViHdx8cHWVlZePz4sdg8JyYmBr169dI4z93dHZ6enrh16xaCgoLEeX5+fkVe18HBgYHchGxsbMzmB5L0x/60PuxT68L+tC7sT+tiTv2pVStcXFwQGhqKNWvWICcnBydOnMCtW7cQGhpa6NxXXnkF33//PTIzM3H16lUcO3YM3bt3l6zhRERERETWSuu3CrNmzUJiYiK6dOmCZcuWISwsDB4eHti/f79GDfnkyZPh7u6OHj16YObMmfjwww9Rq1YtKdtORERERGSVZArVvvFU5sjlcsTGxsLX19dsPtoh3bE/rQ/71LqwP60L+9O6mGN/mkcriIiIiIhIYEgnIiIiIjIzDOlERERERGaGIZ2IiIiIyMwwpBMRERERmRmGdCIiIiIiM8OQTkRERERkZhjSiYiIiIjMDEM6EREREZGZYUgnIiIiIjIzDOlERERERGaGIZ2IiIiIyMwwpBMRERERmRmGdCIiIiIiM8OQTkRERERkZmQKhUJh6kYQEREREdF/OJJORERERGRmGNKJiIiIiMwMQzoRERERkZlhSCciIiIiMjMM6UREREREZoYhnYiIiIjIzDCkExERERGZGYZ0IiIiIiIzw5BORERERGRmGNKJiIiIiMwMQzoRERERkZlhSC8DFAqFqZtARCXg76j1YF8SmTdL+h1lSLdST548wYMHDwAAMpnMxK0hfaWnpyMpKcnUzSAJJSUl4ejRowAs6x8NKtrDhw/x3Xff4caNG6ZuCkkgJSUF165dQ0FBgambQhKw1ExkZ+oGkPSWLFmCAwcOoHr16mjRogV69uwJf39/yOVy2NjwfZmlWbJkCY4fP44qVaqgefPm6NWrF2rUqAGFQmFRf2zoP3l5eZg0aRLu3buH7du3o1atWigoKICtra2pm0Y6+P7777Fx40Z0794dbm5uyM/Ph50d/3m1VEuWLMHBgwdRtWpV+Pr6YvDgwWjcuDH/5looS85E5t060trp06cRFRWF7du346233kJmZibCwsIAwOx/GEnT48ePMWPGDNy+fRvr16/H8OHDcf/+fRw4cACAZY0G0H/kcjns7e3RtGlTtGzZEsuXLwcABnQLlZaWhmvXrmHdunX46KOPUKNGDQZ0C7Z9+3ZERUXh999/x8cffwx3d3f+zbVglp6JzL+F9EI5OTni+N69e7C1tUX58uXRqlUrTJgwAfn5+SIIyOVyUzWTSknVnxkZGahbty4WLVoELy8vdOzYEZUqVUJycjIA9qUlUfWpauQmLS0N0dHRmDBhAhITE3H48GEAQH5+vimbSaWk/jc3Ojoa9+/fR0BAACIjI7F48WLs378f0dHRAPh7agnU+/Phw4fw9vaGk5MTAgIC4ObmhnLlypmwdaStrKwscWzpmYgh3YKlpqZi1qxZWL16tbjP1tYWtWrVEvXLXl5eeOutt7Bz504kJSXBxsaG9a9mStWfq1atAgD4+fmhV69ecHNzQ15eHgCgYsWKoq7OEkYByrrnf0dtbGxQUFAADw8PNGzYEOXLl0fHjh2xefNmAOAIrJkr6m+uTCbDSy+9hK1bt2LOnDmwt7fHoUOH8Omnn/Jvrpkrqj+dnZ1hZ2eHU6dOIS8vDxcuXMCjR49w9uxZEf7Yn+YpNTUVH3zwAb744gsx4GHpmYj/yluoNWvWoG/fvnB2dsZbb70l7vf390dUVBTu378v7gsKCkK7du3wyy+/AOBHduZIvT/ffvttcX+NGjUA/Bferl+/jlatWpmkjaSd4n5HbW1txaS0SpUqYdy4cXB0dMTrr7+OBQsWmLDFVJLi+tPV1RUxMTE4d+4cFixYgOnTp+PLL79EgwYNsHTpUgD8m2uOiuvPvn37Ijg4GJs2bUKHDh3g7e0Nb29v/Pjjj/j2228BsD/N0bVr1zBmzBiUK1cO48ePFyPklp6JOGxjgdavX4+tW7ciLCwMwcHBACAmtAQFBaFGjRrYtWsXatSoAS8vL9jY2KBatWqQy+WcnGaGiupPdaq+zc/PR3JyMoKCgsRjOTk5cHJy4oQmM1PS7ygAlCtXDk2aNIGLiwuOHDmCBw8eIDMzEyNHjgQA/p6amZL6s0GDBqhTpw527dqFgQMHAgBcXFzQtm1b7N69G+np6XB3dzdl8+k5JfWnl5cXunbtitjYWDRv3hyTJ08GAOzfvx+7du3CkydPUL58eRO2nooSGRmJ4OBgzJw5EwDw9OlTODg4ICgoCL6+vti5c6dFZiKGdAuh/g98hw4dcPHiRbi4uOCff/7Bzz//DG9vb3h6emLIkCGYNm0aZs6cicOHD6Nbt27w9PRERkYGqlevbtY/jGVJafqzcuXKGDhwoDgvOTkZaWlpCAwMxPXr1/Htt9+iU6dO6N+/PwO6GdCmTzMyMvDnn38iKioKWVlZGD16NC5cuIAjR46gc+fO/D01A9r8zR07diz++ecfxMTEoGHDhvD09ERcXBz8/PwY0M2ENr+f2dnZOHfuHLp37y6ed//+ffj6+jKgmwlVvygUCuTl5SEuLg7BwcG4d+8ePv30U3h6eqJChQp455138N5772H69Ok4dOgQunfvblGZiCHdzGVlZWHlypWwt7dHu3btEBgYiLp16yIwMBCffPIJ8vLy0Lt3bzg6OmLt2rVQKBQYOnQoxo4di3379uHw4cOoVKkSLl++jMWLF5v6yynztOnP1atXQ6FQoFevXnBxccHVq1fx7NkzzJ07F3/++SdGjBiB/v37m/pLKvO07dP8/HwMHToUr7zyCuRyOd544w04OzujXr16iI+PN/WXU+bp+jf39ddfx4EDB3DixAlUrlwZly9fxieffGLqL6fM0/X3s1WrVti3bx8ePnyIpKQknDp1CrNnzzb1l1PmqfdncHAwGjVqBGdnZyQlJWHv3r2oVKkSQkJC0K5dOyxfvhxfffUVpk6dismTJ2PXrl04cuSIRWUimcKcK+bLuJs3b2LWrFlo2LAhvLy88O+//6JatWr47LPPkJ6ejk2bNmHAgAGoXr06AODIkSP48ccf8fXXX6NcuXJITk7GqVOn8PjxYwwdOhRubm4m/orKNl36c+vWrViyZAkqVKiAdevWYc2aNejduzfee+899qcZ0PV3dMWKFXBzc+PkXzOj79/cJ0+e4Ny5c0hISMDAgQP5O2piuvTn5s2bsWrVKjg4OOCvv/7ClStXAABvvvkm+9PESurPqKgoTJkyBY0aNcLKlSvF+T/88AO6deuG9u3bW2YmUpDZ2rFjh+LDDz8Ut+/cuaNo27at4ujRowqFQqF48uSJQqFQKHJychQKhUKRkZGh6Nixo+Ly5cvGbyy9kK79efHiRYVCoVBERkYqbt++beRWU0l06dPQ0FBFRESE0dtKL8a/udZF37+5CoVCkZ+fb8QWU0mK68+//vpLoVAoFDNnzlQMHDhQoVD812/Dhg1T7Nq1y9hNlQyHccxIUlIS4uLiACgnjmVkZMDV1VUs++Tp6QkvLy+sXbsWAODh4QEAcHR0BKCcOBEUFIS6deuaoPX0PKn6s169egCAJk2aoHbt2sb+MkiNFH360ksvwd/f3wStp+fxb651kfpvLsBNxkypNP3p6emJ7777DgAwZcoUxMfH48cff8TTp0+RmJiIcuXKWfTfW4Z0M6BQKLBq1Sr06dMH27ZtQ3p6OmxtbVGuXDlkZ2fj8uXLAJQbnbRu3RqJiYnYvXs3ACA9PR3nz5/H/Pnz8emnn6Jdu3aW8RGOFWN/Wh/2qXVhf1oX9qd10aY/27Rpg0ePHmH37t3w8fHBl19+iUuXLmHGjBkYPHgwXnrpJQQGBpr4K9IdJ46agXPnzuHBgwd47bXX8PTpU5w7dw4vv/wyevfujXv37mHFihU4dOgQTpw4gcmTJ8Pf3x+xsbEAlCMABw8eRGZmJrZt2wZPT08TfzXE/rQ+7FPrwv60LuxP66JPf3bq1Ant27dHdHQ0vL29xacllooTR81ATk4Obt26hVq1aondJocNG4YaNWogIyMDsbGxuHbtGgICAhAUFIQvv/wStWrVEmsqq9bKJvPA/rQ+7FPrwv60LuxP66JPf8rlcquakG89X4kFc3JyQmBgINzc3BAaGoqUlBScO3cOgHLTk8DAQAwePBhBQUF49OgR4uPj0bBhQ43nk/lgf1of9ql1YX9aF/anddGnP60poAMM6WanVatWqFWrFqKiohAVFSXuT0lJQVhYGPr374+AgAA0a9bMhK2k0mJ/Wh/2qXVhf1oX9qd1Kev9yZBuRlSVR126dEFubi6uXr0KAPj333+Rl5eHJk2aYNu2bZg+fboJW0mlxf60PuxT68L+tC7sT+vC/mRNutlR/P+tbvfv34+dO3fi2rVrqFevHpYuXcrtiC0Q+9P6sE+tC/vTurA/rUtZ70+u7mJmZDIZcnJysH37dty+fRtTp07FkCFDTN0s0hH70/qwT60L+9O6sD+tS1nvT4Z0M3Tq1CnUq1cPq1atEpsskOVif1of9ql1YX9aF/andSnL/clyFzOk+niHrAP70/qwT60L+9O6sD+tS1nuT4Z0IiIiIiIzw9VdiIiIiIjMDEM6EREREZGZYUgnIiIiIjIzDOlERERERGaGIZ2IiIiIyMwwpBMRERERmRmGdCIi0kuLFi3QokUL7Nmzx9RNISKyGgzpREQWYNKkSSIMDxs2TOOxJ0+eIDg4WDz+9ddfS/76e/bsEdcnIiLDY0gnIrIwN2/exOXLl8Xt3bt349mzZyZsERERSY0hnYjIgtjZ2QEAfvnlFwBAQUEBduzYIe5Xl5aWhkWLFqFXr15o3bo1unXrhk8++QQPHz4U56xZswYtWrRA7969ceTIEQwYMAAhISGYOHEi7t69CwD4/PPPMXfuXPEc1Yj6mjVrNF7v6dOnmDt3LkJDQ9GzZ0+sW7dO6i+fiKjMYEgnIrIgAQEB8Pb2Rnh4OB49eoTjx4/j4cOH6NKli8Z5z549w6RJk7B9+3YkJSXB19cXmZmZ2L9/P8aNG4fU1FSN8x8/foyPP/4YMpkMz549Q0REBObNmwcAqFGjBry9vcW5gYGBCAwMRJUqVTSu8c033+DMmTOwt7dHYmIiVq9ejbNnzxroO0FEZN0Y0omILIiNjQ0GDRokRtBVI+pDhgzROO/gwYOIiYkBACxatAjbtm3D+vXrYWNjg8TERGzbtk3j/IKCAvzvf//Djh07RM3733//jZycHEyYMAETJkwQ527cuBEbN25E3759Na5Rr1497NmzR2Nk/8KFC5J+/UREZQVDOhGRhXnttdfg7OyMbdu24eLFi2jQoAGaNGmicc61a9cAAE5OTujYsSMAoH79+vD19dV4XMXNzQ0dOnQAANSpU0fc//yIe0m6du0Ke3t7lC9fHhUrVgQApKSkaPfFERERAIZ0IiKLU65cOfTs2ROZmZkACo+i63pNFVtbW3GsUCj0uoY2zyciov8wpBMRWaDBgwcDACpUqIBu3boVerxhw4YAgJycHISHhwMArl+/jtjYWI3HS8vJyUkcZ2dn69JkIiLSQuHlAIiIyOz5+/vj6NGjsLW1hYODQ6HHu3fvji1btiAmJgYzZ86Er68vHjx4ALlcjkqVKomQX1q1atUSx4MGDYKXlxemT5+OoKAgPb8SIiIqCkfSiYgslIeHB9zc3Ip8zNHREd99950I1LGxsXBxcUHPnj2xYcMGVKhQQavXqlu3LiZMmABPT088fPgQV69eRUZGhhRfBhERFUGmYMEgEREREZFZ4Ug6EREREZGZYUgnIiIiIjIzDOlERERERGaGIZ2IiIiIyMwwpBMRERERmRmGdCIiIiIiM8OQTkRERERkZhjSiYiIiIjMDEM6EREREZGZYUgnIiIiIjIzDOlERERERGbm/wHeHoYFUVgUPAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def eval_model(model, n, actual_series, val_series):\n",
    "    pred_series = model.predict(n=n, num_samples=num_samples)\n",
    "\n",
    "    # plot actual series\n",
    "    plt.figure(figsize=figsize)\n",
    "    actual_series[: pred_series.end_time()].plot(label=\"actual\")\n",
    "\n",
    "    # plot prediction with quantile ranges\n",
    "    pred_series.plot(\n",
    "        low_quantile=lowest_q, high_quantile=highest_q, label=label_q_outer\n",
    "    )\n",
    "    pred_series.plot(low_quantile=low_q, high_quantile=high_q, label=label_q_inner)\n",
    "\n",
    "    plt.title(f\"MAPE: {mape(val_series, pred_series):.2f}%\")\n",
    "    plt.legend()\n",
    "\n",
    "\n",
    "eval_model(my_model, 24, series_transformed, val_transformed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Backtesting\n",
    "Let's backtest our `TFTModel` model, to see how it performs with a forecast horizon of 12 months over the last 3 years:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dcd55bc84e6f46b1b628b819ca7f2e5e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a15431f3b7934df088535980489de9e5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9df8ce5ca85b42b0a1ca2be464bf2453",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7dc52c43438342c69e07a90708477e52",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest_series = my_model.historical_forecasts(\n",
    "    series_transformed,\n",
    "    future_covariates=covariates_transformed,\n",
    "    start=train.end_time() + train.freq,\n",
    "    num_samples=num_samples,\n",
    "    forecast_horizon=forecast_horizon,\n",
    "    stride=forecast_horizon,\n",
    "    last_points_only=False,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE: 4.90%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def eval_backtest(backtest_series, actual_series, horizon, start, transformer):\n",
    "    plt.figure(figsize=figsize)\n",
    "    actual_series.plot(label=\"actual\")\n",
    "    backtest_series.plot(\n",
    "        low_quantile=lowest_q, high_quantile=highest_q, label=label_q_outer\n",
    "    )\n",
    "    backtest_series.plot(low_quantile=low_q, high_quantile=high_q, label=label_q_inner)\n",
    "    plt.legend()\n",
    "    plt.title(f\"Backtest, starting {start}, {horizon}-months horizon\")\n",
    "    print(\n",
    "        \"MAPE: {:.2f}%\".format(\n",
    "            mape(\n",
    "                transformer.inverse_transform(actual_series),\n",
    "                transformer.inverse_transform(backtest_series),\n",
    "            )\n",
    "        )\n",
    "    )\n",
    "\n",
    "\n",
    "eval_backtest(\n",
    "    backtest_series=concatenate(backtest_series),\n",
    "    actual_series=series_transformed,\n",
    "    horizon=forecast_horizon,\n",
    "    start=training_cutoff,\n",
    "    transformer=transformer,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Monthly ice cream sales\n",
    "Let's try a another data set. That of monthly ice cream and heater sales since 2004. Our target is to predict future ice cream sales.\n",
    "First, we build the time series from the data, and check its periodicity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(True, 12)\n",
      "(True, 12)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 900x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series_ice_heater = IceCreamHeaterDataset().load()\n",
    "\n",
    "plt.figure(figsize=figsize)\n",
    "series_ice_heater.plot()\n",
    "\n",
    "print(check_seasonality(series_ice_heater[\"ice cream\"], max_lag=36))\n",
    "print(check_seasonality(series_ice_heater[\"heater\"], max_lag=36))\n",
    "\n",
    "plt.figure(figsize=figsize)\n",
    "plot_acf(series_ice_heater[\"ice cream\"], 12, max_lag=36)  # ~1 year seasonality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Process the data\n",
    "We again have a 12-month seasonality. This time we will not define monthly future covariates -> we let the model handle this itself!\n",
    "\n",
    "Let's define past covariates instead. What if we used past data of heater sales to predict ice cream sales?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert monthly sales to average daily sales per month\n",
    "converted_series = []\n",
    "for col in [\"ice cream\", \"heater\"]:\n",
    "    converted_series.append(\n",
    "        series_ice_heater[col]\n",
    "        / TimeSeries.from_values(series_ice_heater.time_index.days_in_month)\n",
    "    )\n",
    "converted_series = concatenate(converted_series, axis=1)\n",
    "converted_series = converted_series[pd.Timestamp(\"20100101\") :]\n",
    "\n",
    "# define train/validation cutoff time\n",
    "forecast_horizon_ice = 12\n",
    "training_cutoff_ice = converted_series.time_index[-(2 * forecast_horizon_ice)]\n",
    "\n",
    "# use ice cream sales as target, create train and validation sets and transform data\n",
    "series_ice = converted_series[\"ice cream\"]\n",
    "train_ice, val_ice = series_ice.split_before(training_cutoff_ice)\n",
    "transformer_ice = Scaler()\n",
    "train_ice_transformed = transformer_ice.fit_transform(train_ice)\n",
    "val_ice_transformed = transformer_ice.transform(val_ice)\n",
    "series_ice_transformed = transformer_ice.transform(series_ice)\n",
    "\n",
    "# use heater sales as past covariates and transform data\n",
    "covariates_heat = converted_series[\"heater\"]\n",
    "cov_heat_train, cov_heat_val = covariates_heat.split_before(training_cutoff_ice)\n",
    "transformer_heat = Scaler()\n",
    "transformer_heat.fit(cov_heat_train)\n",
    "covariates_heat_transformed = transformer_heat.transform(covariates_heat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a model with automatically generated future covariates and train it\n",
    "\n",
    "Since we don't have future covariates defined, we need tell the model to generate future covariates itself.\n",
    "\n",
    "- `add_encoders`: can add multiple encodings as past and / or future covariates from datetime attributes, cyclic repeating temporal patterns, index positions and customm functions for index encodings. You can even add a transformer that handles proper scaling of the training, validation and prediction data! Read more about it in the `TFTModel` docs [from here](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.tft_model.html#temporal-fusion-transformer-tft)\n",
    "- `add_relative_index`: adds a scaled integer position relative to the prediction point for each encoder-decoder chunk (this might be useful if you really don't want to use any future covariates. The position values remain constant over all chunks and do not add additional information).\n",
    "\n",
    "We use `add_encoders={'cyclic': {'future': ['month']}}` to account for the 12-month seasonality as a future covariate.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1041c198dedc490ea22bc176b1e7ab2f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TFTModel(hidden_size=32, lstm_layers=1, num_attention_heads=4, full_attention=False, feed_forward=GatedResidualNetwork, dropout=0.1, hidden_continuous_size=8, categorical_embedding_sizes=None, add_relative_index=False, loss_fn=None, likelihood=None, norm_type=LayerNorm, use_static_covariates=True, input_chunk_length=36, output_chunk_length=12, batch_size=16, n_epochs=300, add_encoders={'cyclic': {'future': ['month']}}, optimizer_kwargs={'lr': 0.001}, random_state=42)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use the last 3 years as past input data\n",
    "input_chunk_length_ice = 36\n",
    "\n",
    "# use `add_encoders` as we don't have future covariates\n",
    "my_model_ice = TFTModel(\n",
    "    input_chunk_length=input_chunk_length_ice,\n",
    "    output_chunk_length=forecast_horizon_ice,\n",
    "    hidden_size=32,\n",
    "    lstm_layers=1,\n",
    "    batch_size=16,\n",
    "    n_epochs=300,\n",
    "    dropout=0.1,\n",
    "    add_encoders={\"cyclic\": {\"future\": [\"month\"]}},\n",
    "    add_relative_index=False,\n",
    "    optimizer_kwargs={\"lr\": 1e-3},\n",
    "    random_state=42,\n",
    ")\n",
    "\n",
    "# fit the model with past covariates\n",
    "my_model_ice.fit(\n",
    "    train_ice_transformed, past_covariates=covariates_heat_transformed, verbose=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Look at predictions on the validation set\n",
    "Again, we perform a one-shot prediction of 24 months using the \"current\" model - i.e., the model at the end of the training procedure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a0591d71db3141f492c1f9be2eaa1925",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zZj7+8Y8zd+5cTj311DF/dkEQBEEQBGFymDEifefOnbzxxhvTfRij8sEPfrDo/k033URraysvvfQSf//73+ns7OTpp5+mqakJgGXLluX3rampwTRN2tvby3pPj8fDFVdcgW3bbN68mcMPP5wnn3ySX//61yLSBUEQBEEQKpAZI9LLFa7T9b6vv/46l156KU8++SRdXV3Ytg3Ali1bWLt2LatWrcoL9Inkhz/8ITfddBObNm0imUySSqWkCVUQBEEQpognnniCq666io985COcdtpp0304QhUwY0R6OZaT6eT9738/ixYt4oYbbqCjowPbtnnzm99MKpUiEAiU/Xq67rQVKKXy29LpdNE+t912G1/4whf49re/zaJFi9h77735zne+w5NPPjm+DyMIgiAIQkl86Utf4uGHH+bvf/87p556KpqmTfchCRWONI5OId3d3bz66qt89atf5ZhjjmHFihX09vbmH99///1Zu3YtPT09Qz7f6/ViWVbRttbWVgB27NiR31bYRArw2GOP8ba3vY1PfOITrFy5kmXLlhU1qwqCIAiCMLm89tprAPT29pJIJKb5aIRqQET6FNLY2EhzczM//elPWbduHQ8++CAXXnhh/vHVq1fT3t7OBz7wAR577DE2bNjAnXfeyeOPPw7A4sWL2bhxI2vXrqWrq4tkMkkgEOCtb30r3/zmN3n55Zd56KGH+OpXv1r0vsuXL+eZZ57hvvvuY8OGDVx66aU8/fTTU/rZBUEQBGG2kk6ni4IeBgYGpvFohGpBRPoUous6t912G//4xz9485vfzAUXXMC1116bf9zr9fKXv/yFtrY2TjjhBPbbbz+++c1vYhgG4DSdHnfccRx99NG0trbyq1/9CnCaTzOZDAcffDCf+9znuOqqq4re9/zzz+fkk09m9erVnHzyyXR3d/PJT35y6j64IAiCIMxiduzYUWRLDYfD03g0QrWgqcKfGmFGk0t3WbRoUd7LLlQmslbVg6xV9SBrVV3MpPVa89DfOfqot+fv/+Mf/+Cggw6axiOaWGbSWlUSM6ZxVBAEQRAEoZIYiCq27FL86aGtRdulki6Ugoh0QRAEQRCECUIpRVc/bNyu2LQTBqLQuWt70T7iSRdKQUS6IAiCIAjCOFFKsW03bNiu2LobUhloroelDfDX8Laiffv7RaQLoyMiXRAEQRCqmL6wwrKhuV5yt6eTXT3w8HMKy4LWBgj43PXo2l1cSe/pE5EujI64+wVBEAShitneDRt3SAbEdBNLQjIFC+doRQIdoHNXcSW9T0T6tLO7V2FZlf3vRkS6IAiCIFQ58eR0H4GQTMFwQ0S7Ot8out/fL42j00kqrXh+g6KnwpdBRLogCIIgVDkxEenTTiSu0IcQ6UopunbvKdKlkj6dxJOQSkOlh5CLSBcEQRCEKieZAtuucMUxw4nEwTNEp19/XxfpdKpo24BEME4riZTT2FvpiEgXBEEQhConY0G6CkTHTEUpRTgGXs/gx/b0owMMDIhIn04SKaeSXumISJ/lHHXUUXzuc5+b7sOYdm655RYaGhry9y+//HIOPPDAaTseQRCEchCRPr2k0k5ldqhK+p5WF4CIVNKnlZzdpdIRkT6FPPzww7z//e+no6MDTdO4++67S3re+vXrOemkk2htbaWuro5TTz2VXbt2Fe3zz3/+k3e96100NDTQ3NzMeeedRyQSyT++Zs0aDMOQAQrA4sWL+e///u+ibaeddhqvvfba9ByQIAjCOMlY1XH5fqaSTEM6Dd4hRHrn7iEq6WH5WzydRBOKjDXdRzE6ItKnkGg0ygEHHMAPf/jDsp7z7ne/G03TePDBB3nsscdIpVK8//3vx7ZtALZv386xxx7LsmXLePLJJ7n33nt58cUXOfvssyfpk0w8Sikymen7CxMIBGhra5u29xcEQRgPUkmfXnIe56FEulTSK4+B6HQfQWmISJ9Cjj/+eK666ipOOumkkp/z2GOPsWnTJm655Rb2228/9ttvP372s5/xzDPP8OCDDwLwxz/+EY/Hww9/+EP22WcfDj30UH7yk59w5513sm7dOjZt2sTRRx8NwIEHHohhGEUC3rZtLrroIpqammhvb+fyyy8f8ZjOPvtsPvCBD3DFFVfkq/sf//jHSaXcxhjbtvnGN77BXnvtRSAQ4IADDuCOO+7IP75mzRo0TeOee+7h4IMPxufz8eijj2LbNtdccw3Lli3D5/OxcOFCvv71r+eft3XrVk499VQaGhpoamrixBNPZNOmTYOO7dvf/jZz586lubmZT33qU6TTznWto446is2bN3PBBRegaRpaNi9rT7vLUNx4442sWLECv9/Pvvvuy49+9KP8Y6lUik9/+tPMnTsXv9/PokWL+MY3vjHi6wmCIEwUItKnl2QKLBsMY3C8S+euIUR6RCrp00Wuf6AamDETRw8512Znz9S/b3sTPHPD5J3rJJNJNE3D5/Plt/n9fnRd59FHH+XYY48lmUzi9XrRdfc4AoEAAI8++igf+chHuPPOO/ngBz/I/fffz4oVKwiFQvl9f/azn3HhhRfy5JNP8vjjj3P22Wfz9re/nXe9613DHtcDDzyA3+9nzZo1bNq0iXPOOYfm5ua8oP7GN77BL37xC37yk5+wfPlyHn74Yf7jP/6D1tZWjjzyyPzrXHzxxXz7299myZIlNDY28uUvf5kbbriB733vexx++OHs2LGDV155BYB0Os173vMeDjvsMB555BFM0+Sqq67iuOOO47nnnsPr9QLwt7/9jblz5/K3v/2NdevWcdppp3HggQdy7rnnctddd3HAAQdw3nnnce6555a8DrfeeiuXXnopP/jBD1i1ahX/+te/OPfccwmFQpx11llcd911/P73v+fXv/41CxcuZOvWrWzdurXk1xcEQRgPYneZXpLp0jLS6xta6O/rIhYdQCmVLxQJU0ci5ZxUVQMzRqTv7IE3Oqf7KCaet771rYRCIb70pS9x9dVXo5Ti4osvxrIsduzYAcA73/lOLrzwQq699lo++9nPEo1GufjiiwHYsWMHhmHQ1NQEQEtLC+3t7UWCfv/99+eyyy4DYPny5fzgBz/ggQceGFGke71ebrrpJoLBICtXruTKK6/ki1/8Il/72tdIp9NcffXV3H///Rx22GEALFmyhEcffZTrr7++SKRfeeWV+fcJh8N8//vf5wc/+AFnnXUWAEuXLuXwww8H4Pbbb8e2bW688cb8L7abb76ZhoYG1qxZw7vf/W4AGhsb+cEPfoBhGOy77768973v5YEHHuDcc8+lqakJwzCora2lvb295HW47LLL+M53vsPJJ58MwF577cVLL73E9ddfz1lnncWWLVtYvnw5hx9+OJqmsWjRopJfWxAEYbxIJX16SaSAYRIwc+kuXp+fOXMX0d/XRTwWJp1ReD0i0qeaaolfhBkk0tubqv99r776aq6++ur8/ZdeeomFCxfym9/8hk984hNcd9116LrO6tWrOeigg/JCe+XKlflq+Je//GUMw+Azn/kMc+bMKRLjw7H//vsX3Z87dy67d+8e8TkHHHAAwWAwf/+www4jEomwdetWIpEIsVhskMhPpVKsWrWqaNshhxySv/3yyy+TTCY55phjhnzPZ599lnXr1lFbW1u0PZFIsH79+vz9lStXYhhG0ed5/vnnR/w8IxGNRlm/fj0f/ehHi6rvmUyG+vp6wLHZvOtd72KfffbhuOOO433ve1/+pEEQBGGysUSkTyuRuKLgz04RuUp6a9t8QjXO3wzbtukfiNHaXDNVhyhkSWSTXUqQR9POjBHpk2k5mSo+/vGPc+qpp+bvd3R0APDud7+b9evX09XVhWmaNDQ00N7ezpIlS/L7fvjDH+bDH/4wu3btIhQKoWka3/3ud4v2GQ6PpzjYVdO0fFPqWMilyvzpT39i3rx5RY8V2naAIttNzqIz0usefPDB3HrrrYMea21tzd+erM9zww038Ja3vKXosdzJwEEHHcTGjRu55557uP/++zn11FM59thji3z4giAIk4UCYkkFSGV2OhguIz0WDRPN+s9b2uYRDLlFpp7esIj0aSCe7R8QkS6URVNTU96WMhQtLS0APPjgg+zevZt///d/H7TPnDlzALjpppvw+/35anbOr21ZE5M59OyzzxKPx/PC+oknnqCmpoYFCxbQ1NSEz+djy5YtRdaW0Vi+fDmBQIAHHniAj33sY4MeP+igg7j99ttpa2ujrq5uzMfu9XrL+h7mzJlDR0cHGzZs4Iwzzhh2v7q6Ok477TROO+00PvShD3HcccfR09Mz4poKgiBMFPHEdB/B7MS2FdHE6MkurW3z0QqUYW/fADB3Co5QKCSRGtaZVHGISJ9CIpEI69aty9/fuHEja9eupampiYULFw77vJtvvpkVK1bQ2trK448/zmc/+1kuuOAC9tlnn/w+P/jBD3jb295GTU0Nf/3rX/niF7/IN7/5zXxiyaJFi/IxjvPmzSMUClFTM/Yz+FQqxUc/+lG++tWvsmnTJi677DI+/elPo+s6tbW1fOELX+CCCy7Atm0OP/xw+vv7eeyxx6irq8v7zffE7/fzpS99iYsuugiv18vb3/52Ojs7efHFF/noRz/KGWecwbXXXsuJJ57IlVdeyfz589m8eTN33XUXF110EfPnzy/p2BcvXszDDz/M6aefjs/ny5/8jMQVV1zBZz7zGerr6znuuONIJpM888wz9Pb2cuGFF/Ld736XuXPnsmrVKnRd5ze/+Q3t7e2jJsYIgiBMFPEqaYabaeQy0v2+wY8VZqS3tHUQj7nzS3r7JIZxOojEFOYw1qRKQ0T6FPLMM8/koxABLrzwQgDOOussbrnllmGf9+qrr/LlL3+Znp4eFi9ezFe+8hUuuOCCon2eeuopLrvsMiKRCPvuuy/XX389H/nIR/KPz5s3j8svv5xrrrmGiy66iDPPPHPE9xyNY445huXLl/OOd7yDZDLJ6tWri6Ibv/a1r9Ha2so3vvENNmzYQENDAwcddBD/9V//NeLrXnLJJZimyaWXXsr27duZO3cuH//4xwEIBoM8/PDDfOlLX+Lkk08mHA4zb948jjnmmLIq61deeSXnn38+S5cuJZlMotTo59Qf+9jHCAaDXHvttXzxi18kFAqx33775ae11tbWcs011/D6669jGAaHHnoof/7zn0vqCRAEQZgIEimnqqvrYnmZSnKNiHWhwY91FlbS58ynu3N7/n5fn8QwTgcDWWvSNI5mKRlNlaJQhBmBbdts3ryZRYsWjUs8nn322fT19ZU8MVUon4laK2HykbWqHmbqWr20SXH/M4qOFnj/2zR83pkh0qtlvXZ2K+55UrFoDoNOkH5x49f53x9dAsCV376TzRte5n9/9FUAfnjjb/nkRz8w1Yc7KVTLWlmW4g9/V6QzEEvA8W/VaGus3H8vlftNCoIgCIIwKnY4jRlNSQzjNJFMA2qwQAfoLMhIb2mbRzDjz98fGBC7y1STSDnrNVSTbyUiIl0QBEEQqphMZxJfb9yJYZyYbAChDEZqROzaVSzS/Slv/n5vr9hdpppEyolf9FWJSBdPulA24/GyC4IgCBOPadmkLUeACFNLPKmGDb7MedJ1w6DR10xAufNF+qWSPuUkUs7gL0+VNI5KJV0QBEEQqhzDUti22F2mg3B8ePtEVzbdpbllLnrUJoQ7D0QaR6eeeBJUFY0TEJEuCIIgCNVOxkLTRKRPB+EoeIbwJaTTKXp7nOndLa3zUD1JAoZbSY9EwiWliwkTx0hXPSoREemCIAiCUO1kFMpS4kmfYjIZRSI1tEgvjFtsbZ2H6kkRbGzMb4tEBuSkaooJx8CsIqO3iHRBEARBqHI0W4GlxJM+xeQy0oeyuxRmpDfXt0MsTai5Ib8tHg3Lek0x/dGhJ8NWKiLSBUEQBKHasRWGsoknxT4xlSTTjsVoqEp6566CaaM17Sg0gjXu4L1odECufEwh6YwingSfd/R9KwUR6YIgCIJQ5Wi2wqM5IkSYOpJpZ3LlUGkhXYUZ6WYLmt/AH3DHkkolfWrJxS9KJV2YMWzatAlN01i7du10H8q0c9RRR/G5z30uf3/x4sX893//97QdjyAIQh5bYSpFTET6lJLLSNe0IQYZFVTSm/1tEDQwDIOgrwaAeDwsnvQpZCRrUqUiIn0Kefjhh3n/+99PR0cHmqZx9913D9pHKcWll17K3LlzCQQCHHvssbz++uujvvYDDzzA2972Nmpra2lvb+dLX/oSmUzxv/7nnnuOU089lWAwyIIFC7jmmmuKHj/77LP5wAc+MJ6POCNYs2YNmqbR19dXtP2uu+7ia1/72vQclCAIwkjYCgNFMoUkhkwhydTwj3XtdhtHW4JtaF6n3J4T6YnYACkR6VNGPOlkpJtG9eS7iEifQqLRKAcccAA//OEPh93nmmuu4brrruMnP/kJTz75JKFQiPe85z0kEolhn/Pss89ywgkncNxxx/Gvf/2L22+/nd///vdcfPHF+X0GBgY47rjjmDdvHk8//TTXXnstl19+OT/96U8n9DNOJqnUCL8Np4CmpiZqa2un9RgEQRCGQrMUJoqMJTGMU0k0oTCGUVKdu91KemtzR/52ICfSpZI+pSSmV0KMCRHpU8jxxx/PVVddxUknnTTk40op/vu//5uvfvWrnHjiiey///783//9H9u3bx+y6p7j9ttvZ//99+fSSy9l2bJlHHnkkVxzzTX88Ic/JBx2JprdeuutpFIpvvWtb7Fy5UpOP/10PvOZz/Dd734XgMsvv5yf/exn/O53v0PTNDRNY82aNfn32LBhA0cffTTBYJADDjiAxx9/fMTPqmkaP/7xjzn++OMJBAIsWbKEO+64o2ifrVu3cuqpp9LQ0EBTUxMnnngimzZtyj+eq+x//etfp6Ojg3322QeAbdu2sXr1apqamgiFQhxyyCE8+eST+ef97ne/46CDDsLv97NkyRKuuOKKoqsKmqZx4403ctJJJxEMBlm+fDm///3vAcfec/TRRwPQ2NiIpmmcffbZwGC7y5709fXxsY99jNbWVurq6njnO9/Js88+m3/82Wef5eijj6a2tpa6ujoOPvhgnnnmmRG/R0EQhJJQYCJTR6eacGzoplGArmy6S12oEW99TX57sECkJ5L2pB+j4BBLKIZwJVU0VWSfH5lH3/k4qd1Tb8bztvk4/MHDJuS1Nm7cyM6dOzn22GPz2+rr63nLW97C448/zumnnz7k85LJJH6/v2hbIBAgkUjwj3/8g6OOOorHH3+cI444Aq/XbWt+z3vew7e+9S16e3v5whe+wMsvv8zAwAA333wz4FSOt293Ltd95Stf4dvf/jbLly/nK1/5CqtXr2bdunWYIwSOXnLJJXzzm9/k+9//Pj//+c85/fTTef7551mxYgXpdJr3vOc9HHbYYTzyyCOYpslVV13Fcccdx3PPPZc/zgceeIC6ujr++te/AhCJRDjyyCOZN28ev//972lvb+ef//wntu38onvkkUc488wzue666zjiiCNYv3495513HgCXXXZZ/tiuuOIKrrnmGq699lr+53/+hzPOOIPNmzezYMEC7rzzTj74wQ/y6quvUldXRyAQoBROOeUUAoEA99xzD/X19Vx//fUcc8wxvPbaazQ1NXHGGWewatUqfvzjH2MYBmvXrsXjqSJznCAIlYutMGyFZSGJIVOEUopIfGiRbtt2vnG0pXYu+N3O0pxIV0rR0xcF6ga/gDDhDMSqq2kUZpBIT+1OkthR3R0zO3fuBGDOnDlF2+fMmZN/bCje85738N///d/86le/4tRTT2Xnzp1ceeWVAOzYsSP/2osXLx70urnHVqxYQSAQIJlM0t7ePug9vvCFL/De974XcATuypUrWbduHfvuu++wx3XKKafwsY99DICvfe1r/PWvf+V//ud/+NGPfsTtt9+ObdvceOON+Yabm2++mYaGBtasWcO73/1uAEKhEDfeeGNetP/0pz+ls7OTp59+mqamJgCWLVuWf88rrriCiy++mLPOOguAJUuW8LWvfY2LLrqoSKSfffbZrF69GoCrr76a6667jqeeeorjjjsu/7ptbW00NDQM+/kKefTRR3nqqafYvXs3Pp8PgG9/+9vcfffd3HHHHZx33nls2bKFL37xi/nvbPny5SW9tiAIwqhYCkMTu8tUkko76S5DNSL29XZiZa/gttS3o+luCTfod6vqXT0DiEiffJRSDESrq2kUZpBI97b5ZsX7Hn/88TzyyCMALFq0iBdffJF3v/vdXHvttXz84x/nIx/5CD6fj0suuYRHHnkEXZ8YR9P++++fvz137lwAdu/ePaJIP+ywwwbdz6XEPPvss6xbt26QxzuRSLB+/fr8/f3226+o+r927VpWrVqVF9J78uyzz/LYY4/x9a9/Pb/NsiwSiQSxWIxgMDjo84RCIerq6ti9e/ewn2U0nn32WSKRCM3NzUXb4/F4/vNceOGFfOxjH+PnP/85xx57LKeccgpLly4d83sKgiC4KPSMwrJFpE8VyTSk0xDyD36sMNmltamj6LFCkd7bG5604xNcUmnHky4ifZqYKMvJdJKrYO/atSsvhHP3DzzwQABuvPFG4vE4QJFV4sILL+SCCy5gx44dNDY2smnTJr785S+zZMmS/Gvv2rWr6P1y94eqnO9J4XvlKt85i8lYiEQiHHzwwdx6662DHmttbc3fDoVCRY+NZj2JRCJcccUVnHzyyYMeK7QE7Wkz0TRt3J9n7ty5RT7+HLlq/OWXX86HP/xh/vSnP3HPPfdw2WWXcdtttw3boyAIglAWaed3mHjSp4Zk2rEWDWWhKMxIb27dQ6QH3OJUX/8AlqUwqihxpBrJZaQPdUJVycwYkT4T2GuvvWhvb+eBBx7Ii/KBgQGefPJJPvGJTwAwb968YZ+vaRodHc4vg1/96lcsWLCAgw46CHCq2F/5yldIp93f3n/961/ZZ599aGxsBMDr9WJZE2dmfOKJJzjzzDOL7q9atQqAgw46iNtvv522tjbq6kq/1Lf//vtz44030tPTM2Q1/aCDDuLVV18tssCUS65yX853cdBBB7Fz505M0xxkKypk7733Zu+99+aCCy5g9erV3HzzzSLSBUGYGFLO7yzxpE8NiWyk31ACu6iS3lz8dztQUEmPRAZIZ8AYYhiSMHHEk9WXkQ6S7jKlRCIR1q5dm7d8bNy4kbVr17JlyxbAEdmf+9znuOqqq/j973/P888/z5lnnklHR8eo+eXXXnstzz//PC+++CJf+9rX+OY3v8l1112Hkf2X/+EPfxiv18vFF1/Miy++yO233873v/99LrzwwvxrLF68mOeee45XX32Vrq6uIkE/Fn7zm99w00038dprr3HZZZfx1FNP8elPfxqAM844g5aWFk488UQeeeQRNm7cyJo1a/jMZz7Dtm3bhn3N1atX097ezgc+8AEee+wxNmzYwJ133plPm7n00kv5v//7P6644gpefPFFXn75ZW677Ta++tWvlnzcixYtQtM0/vjHP9LZ2UkkEhn1OcceeyyHHXYYH/jAB/jLX/7Cpk2b+Pvf/85XvvIVnnnmGeLxOJ/+9KdZs2YNmzdv5rHHHuPpp59mxYoVJR+XIAjCSKiUjYbYXaaK5Ah/InPJLgAtjXOLHgsF3cJUJByWrPQpIJEC2wZDr64rFiLSp5BnnnmGVatW5avJF154IatWreLSSy/N73PRRRfx//7f/+O8887j0EMPJRKJcO+99w5Kb9mTe+65hyOOOIJDDjmEP/3pT/zud78rEvb19fXce++9bN26lUMPPZTPf/7zXHrppfnkE4Bzzz2XffbZh0MOOYTW1lYee+yxcX3eK664gttuuy0fJfmrX/2KN73pTQAEg0EefvhhFi5cyMknn8yKFSv46Ec/SiKRGLGy7vV6+ctf/kJbWxsnnHAC++23H9/85jfzJyPvec97+OMf/8hf/vIXDj30UN761rfyve99j0WLFpV83PPmzcs3oM6ZMyd/YjESmqbx5z//mXe84x2cc8457L333px++uls3ryZOXPmYBgG3d3dnHnmmey9996ceuqpHH/88VxxxRUlH5cgCMKIpG10TRFLyDCjqSCZhuEkX+cbW/O3WxuHt7tEowNyUjUFVGNGOoCmZDTZrMG2bTZv3syiRYsmrKF0ODRN47e//a1MMB0jU7lWwviQtaoeZuparX0wzMu/66J1aYBdy1pYME/nHQdU/+er9PV64kWb17bCwjmDpfrnz3kn/3x2DQB3/2A9NcH6/GN/eeQ2rrk5e1X54//Dt6/6FO3N1VXh3ZNKX6t/vGrz/AZY3O58z5at2LYbjn+rRltj5X73lfdNCoIgCIJQEtu3b+eXd/6IXf1bULbC1BSJ6k4jrhoi8eFzt3PTRv2+EKFA8dXhQrtLPDYgdpcpoD9SfRnpII2jgiAIglC1/Od//if33Xcfi9vezE/3uxcTRTzp5EJr1TZesYqwbWeQ0VCNiHYiQ2e3MwiwpaF90DoEg27jaCIeFrvLJGPbinAMfFXWNAoi0oVJQlxUgiAIk4tlWTz00EMAbOl8GZVRmModaFRtSRbVRC4j3T/EqJTIzm4SqRhQnJGejNusfzqK3tiQ35aIDUhk5iSTTDvxi0OtVaUjIl0QBEEQqpB169ZxbuPPmaNqSWgZ4okIBi0kbBHpk00y5SRe1g2Vkb5xc/52S0HT6Ms/2caKN3azuWD+Rzw+QDKtGL4FVRgviZQTv1gXGn3fSkNEuiAIgiBUIc8//zwHWI3MzWQI6z6i0T6asMlkJIZxsskNx/HsoaKUpdi9YVP+fi5+cdu6JCvecKZaL4pGMbUgGRUjlQgTS0zVUc9O4klnrfY8adUGUijLSyWfIEnjqCAIgiBUIc8//zwDumMtDNkWfZH+vN1FmhEnl2QalAJ9z9ztcJquXYUZ6U4lffc9nUW71XmdWOBELExMGn0nlUQKFBT1BqiMjbk1TKavsr1GItIFQRAEoQp54YUXCGuOGteBnv4YOmDZUkmfbIYbZKTCaTp7t+fvtzS207Mrzd5bdhXtV+dZADiNo3ER6ZPKkBnpaRsshSPfKxcR6YIgCIJQhTz//POEcRVeuD8NGYWmiUifbOJJ53suRCmF3ZmgO+IK8tbGDjb+qRvPHmEKLf69AEjEnWFGmUxli8VqJhJTmMYeG9MKzbKn5XjKQUS6IAiCIFQZsViMdevWEVax/LZoxALLRimxu0w24Rh49hR+cQvVn6IrujO/qcbXzuJXd7InjR7Hqx6PhcWeNMn0RYZook7bYE3L4ZRFWSL9jjvu4IwzzuAtb3kL119//bD72bbNd77zHY466ije/e53c+utt477QAVBEARBcHjppZdQSjFAJL8tE9NQaac6KJX0yWUgOlj4qVgGLWnT1e+IcsMw2fmISY3lLEbEcLtMG8xWwBlmlLZkvSYLy1JEE0MMMsrYji+swilLpLe0tHDeeefxzne+c8T97rzzTv7xj39w1113ceONN/KLX/yCp556alwHKgiCIAiCw/PPPw9A2O7Lb7OTOqRsDB0SKbFPTBaZjCKRGpzsQtpGKUVX7w4AWuoXMGetW0XfdMC8/O1avRGAeCxCOm1LJX2SyMUvDjqhyuQ86ZVNWSL9qKOO4sgjj6S2tnbE/f785z/zH//xHzQ1NbFw4UI+8IEP8Kc//WlcByoIgiBMDffddx/ve9/7+Mtf/jLdhyIMQ16kW335bVrKQKVsTANJDJlEkmlIW0NYKDKKVCZJf6QbgLc1fJaWlJOv+HpLEw1vcoO6azX3diwakUr6JDFc/CIphVYFIn1SctI3bNjA8uXL8/eXLVvGo48+Ouz+qVSKVKq4/dY0Tbxe72Qc3qzFtu2i/wuVi6xV9TAT1+pTn/oU69evZ+PGjXkxOBOYSWvlivTOfLnNmzbQbAuvaZNMQrV/zEpdr3hSYVkKnwe0woxtK0NPzK2cHxPfH3C0jfeYNkKNrom9Vvnzt5OJPpKpWmy7cvO6R6OS18q2FV6jeK20TBrDtFHY03bMuj56nXxSRHo8HidUMFErFAoRi8WG3f/mm2/mhhtuKNp2yimncOqpp07G4c16tm7dOt2HIJSIrFX1MFPWKplMsn79egA2b97M5s2bR3lG9TET1urZZ58FIKH35Lf5MVlybIwlOH9vZ8rSVeJ6HbZsiI0HQmfKyUg/oOFs9ko6An1bfQ3v/rzFwO4MO/7H2bW2QH69uf11SKoZsV6VuFbv2HeIjW9x/kuza9q+97322mvUfSZFpAcCAaLRaP5+NBolGAwOu/8555zDGWecUXxgUkmfcGzbZuvWrSxYsKCkMzhh+pC1qh5m2lq98sor+dvRaJSOjg48npkxX36mrFVXVxednc5wnPl7N8BrznZf0mT9n3zEV7aQ0XVOOEzDY1Z3dbYS12vzDsXDzykWtxd/t5nnenjugS4APhg4jVw6Zuytc9n8WB22rbDQMFCE0u7neeSFIB3LFrJikazVRPPiRpt/vQaL9lir9JOd9G5PcdiZLXQs8Q/z7OlnUkT6kiVLWLduXd7ysn79epYsWTLs/l6vVwT5FKLrekX9IxKGR9aqepgpa7Vn5by/v5+2trZpOprJodrX6sUXX8zfXr5fS16kh2wDlQJNaaQsnYyl4fNWr/DLUWnrlUgrLFuh9hgnr2KKrv5dLA69m4OTzmOdPj8rjqpDWRoaGmHTQ0MmRajADx2PR0mktIr6jGOl0taqPwqaTtFaqYyNnVBYaQ2NyjrePSnryDKZDMlkEtu2sSyLZDKJZQ0Omjz++OP5+c9/Tm9vL1u3buXuu+/mve9974QdtCAIgjA5bNiwoeh+b2/vNB2JMByFfQL7H7yUTFaA1Ng62AoDm4zE+k0asaRiT12nLBsyNp39Ozi57hP57btXzcX0uAIxlr0qVWu5i5NODEij7yQxEAXfHhcC3/hnhN3ffJW+X2zh95dsm54DK5GyKun/+7//W+Qdv+mmm7jsssuYP38+n/nMZ3jkkUcA+NCHPsTWrVs56aST8Hg8nHXWWfzbv/3bxB65IAiCMOFs3Lix6H5PT88wewrTRZFIP2A/NhhRGqwMtTbYGRsPCstyEkiEiWcgOkTudlqhMopwr5cjk0FAETZMVhzfULRbwmdCHAK2jVevI2UPkEyGiSem6uhnD+lsVOaeyS7RbQkWpJM0pZOs62manoMrkbJE+vnnn8/5558/5GM5gQ7O5Y7Pf/7zfP7znx/f0QmCIAhTilTSK58XXnghf3vlypU8azxDgwW1lk001k+janWmWKan8SBnKEopIvEhMtKzw3H26T8GE8fKsmmfORwSKh5Lmioo69Z6FtKdfIFUPEw86by2plW/PalSSKScfwN1oT2273LTBD1Nld1vU7lGHEEQBGHK2bOSLiK9srBtOy/S99prL2pra4lmBWNA2fT29aKyfmexu0w86cwwudtpm2ifxVHROgBSmsbS97cOer4VcNV9vWc+AMlEWOxJk0A86WTa72l3SXW6It3fVtn9kCLSBUEQBMCp5O1ZSRe7S2WxefNmIpEIAPvttx8AiYKqbldPHDI2miaibzLIVWf3tLsoS/Hqw2GCtuMxejiUoLF1sFlBBd1tdWYHAMn4AGkR6RNOIgWWDYaxR4Nvr9sAUDtXRLogCIJQBfT29jIwMDBom1A5FPrR3/zmNwOQLNAZ4YEUWAqlxJM+GeSmje5pd0lFMsx7bTcANvBc3QNDPl8LuU+sNZxKeyI2gGU54+uFiSORGnq7PuA+0DBPRLogCIJQBexZRQcR6ZVGoUjPVdLTBTHPsYgFlpM+Ek9W/tjzaiOZgowF5h7V2Zfv7KYp7Yi/J3wZAi0DQz0do6agkm40A5CIh6WSPglE43uGZDp4oq5Ib10onnRBEAShCtjTjw5id6k0hhLpqmBWYDqqUBkbU3c8ucLEMlx1NvNyf/7272O309rYMeR+nlq3kbRObwAgFh3AtqXRd6IZiMJQI3gCceeLTmsaTXMnZVzQhCEiXRAEQQCkkl4N5JpGPR4Pe++9NwBGQYKIndQgZWOaItIng+QwQtobcdX75tjDtDTOHXI/f31B46hWC0AsGgakkj6RKKUYiA0RlQnUJJ21GjC96Hplp+mISBcEQRCAoSvpItIrh1QqxauvvgrAihUr8GQH43gb3Ev2elJ3RLpBPtZPmDjCMYVpDN7ujzvCz0IjnN5KyzCV9GBjQSUd5xJILOJYY8STPnGk0s4J1Z4pPOm4RW3GWatIFUy6F5EuCIIgAMWV9NyobLG7VA6vvPIKmYyj5HJWF4BQsys2PGkDlXZEesZy/hMmjkh8mOpsyhF+vYaBwh62kl7b4Ir0epxmglhMKukTTS5+cc+1GtiaILcC8T2zGSsQEemCIAgC4FbSa2tr6ehwKoFSSa8chkp2AWiY45rSfZZbSZfs7YnFthXR+ODqbCZpUZd2fDB9unPlonUYkR6o0clk2xlrlSMXY9EwpgGxhFz1mCjyUZl7rFV4q+sBS/lFpAuCIAhVgGVZbN68GXCG5DQ2NgJSSa8khmoaBWjtqM3f9mcMsBUGtiSGTDDJtCP89oxfDL+RwshOGe3V0wQDtQQDtUO8Aui6RiRrU6qzHbEei4UxDOkhmEgSKVAKjD0859Ed7pds+Su7aRREpAuCIAjAG2+8QTpbDVyyZAlNTU0AJJNJ4vH4dB6akGVYkT6vJn87ZOsoS2GiJHt7gkmmIDVERvrA1kT+di9xWhqGrqLniGZFeq3leJESiSgGFtHESM8SymG4FJ7kbvcBFRKRLgiCIFQBhX70wko6iOWlUsglu9TX17NgwYL89kDIIKE5f85rLA0shaEckS6V9IljuEp6dLtbne1VA7Q2Dd00mn+drAfDr2x8ej0A6WSYVMax1AjjJxxzZgXsidXtinQjVPkSuPKPUBAEQZh0CpNdlixZUiTSxfIy/fT397NlyxbA8aNrWvFl/LDh+JtrbQW2QrNAISJ9IhnOQpHodIVfr909aiU9VWCzqPMudrYlw6Qzsl4TxUAUhuoLVf3uWnlrpJIuCIIgVAF7VtJzdheQSnolkKuiQ7HVJUc4+9e81rJIJ1NgORVZGZAzcQyXkW51ucKvz+ocNn4xv3/AVY915nwAUokBsSdNELathk3hMcLuWvlrK18CV/4RCoIgCJNOoUjfs5IuIn36GS7ZBQBNI5rNlTNRdHb15UV6WiIYJ4x4UqENMftG9RVU0jNv0NLYPuLrqKCrHmtNZ99UMiyNvhNEIjV0RjqAL+quVUhEuiAIglANFNpdFi9eLHaXCmO4plEAzdSIG3b+fk9PHJWx0XVIpsTjPFGEY+AZYpBRYXW2N72J1lEq6VpBw2K90QZAMj5AxpIrHxNBNOEIdf8Qs4qC2Y7SmG7g91f2tFEQkS4IgiDgVtLnzp1LIBAQu0uFMbpId8X4wEASLIWpI4khE0hkiIx0AE/UVda9yddpHqWSbtQWeNIN599ZPB5BKamkTwTRuHMFyWMWi3Bl2dRlh06Fq2DaKIhIFwRBmPXEYjF27doFOH50QOwuFYRSKu9JnzdvXtHaAGBqpEy3kh4Lpx2RbgwfRSeURyajiCUGJ7sABLJfckrTiFm7aKxrG/G1vLVuOb5OawAgFhlwXkNE+riJJmCoGnm8J0PQdvxfUZ+IdEEQBKEK2DPZBSiqpIvdZXrZvn17/kRpqKZRzdSxvG4lPR2zHJFuyoCciSKZzlVnBz9Wm63O9mYTduprm0d8LX99gUjXnaFH0XA/IJX0iaB7QA3ZNDqw2b2slAxU/rRREJEuCIIw6ykU6VJJrzxGsroAYGqoAn+tnQCVsjENR/RlMuJLHy/DjZlPxTLUZRy7S69uUxtqwGOOXKUN1hfYXQgCEIuE0YBkWtZqPNi2ojcMAd/gx8IFefZWSES6IAiCUAXsmewCItIridFEumZq6AH3z7me1CBlY+o4zYhSnR03yTRkMoMbRwe2FsQvamkaaltGfa3aJnet6pQj6GORfkwTYtJDMC5iCefqkX8IkR7fWTBttFZEuiAIglAFDFVJb2hoyG8Tu8v0MmL8Io7dxVMwmMVMa5C2MAxHpIuFYvzEk85wqD2HSA1scVV1L1Ea6kYW6ao/hS+eJp19nTrlqP5YJIxpiEgfL5H48MkuqYKhU0adiHRBEAShChiqkm4YBvX1zshyqaRPLzmRbhgGK1asGLyDoRGsC+Tv+jIGKm3jMUWkTxTh2NAZ6bEdroWi1+6nobZ12NdQGRviFpqlCGctMXW286Kx6ACmAXFp9B0X0QTY9uCpsAB2QZ69r6Hyp42CiHRBEIRZT66S7vF46OhwM55zlheppE8fmUyGl19+GYDly5fj9/sH7aPpGrWtofz9QEaDtI2uKZliOUF0949ene1V3SNW0lVvCpq8aEoRz3ag1mXTRmJRp5KeSksPwXgY7mQKQOt31yrQOETgfQUiIl0QBGEWo5TKV9IXL16MYbh/vHIJL729vSglwmE6WLduHcmkU60dsmk0S+PcRnIhjCFLAws027FoSCV9fKQziv7o0CI901PgSc/sHtaTrpIWKNAbfShNI+Fz7BZepfDrzXmRblkyJXY8dPeDbxgnixlx16qmWSrpgiAIQoXT1dVFNBoFXD96jlwl3bIsIpHIlB+bUEKySxZvTZCo7pxg1digbAUZp6ooIn18ROKODWWoxBAKqrO9ma001A1td1G9SfS5AbQ2PxgaaV9Bwot3EbGYI9LTMnV0zGRGOJkC8Ge9RDZQ1ySVdEEQBKHCGcqPnqMw4UUsL9NDqSIdj07YcP6k11q2Y8y1FEqJ3WW8ROOQTA1doTXDBSI9vYnGIewuKpYBr46+MAQeHQwNy18g0j0dxGKOJ116CMZONOE0jQ51MqUsRSiZnTZqejA9w3hiKgwR6YIgCLOYoZJdchQONJLm0elhtGSXHMrUieiOJanGtsgkFVhOJT2ZEqvSeIjEnf/vmewC4I26Ze/e5LpBdhelFKovhT6/Bq3eC6Yj0u1AgUg35hLNVtJFpI+daGL4kyk7aVGfdkR6xFsd00ZBRLogCMKsptRKuoj06SEn0oPB4KD1KcLUiequGO/tiYFl4zFk6uh46YsozGHcEcGEI/ximk7S7h1sdwmnIWSiz3eGFmFqaIaGHiyYOmq0EY9H8icBcuVjbETiTg+GPkSyS2RnCk+2ryYeEJEuCIIgVAEjVdLF7jK9RKPR/EnUypUr0fXh/2QrQyNuuB2HPV1RlOWIy5iI9DGjlKJ7YBg/OlCbckR6b9ZqVFhJV7ZCRTLoi0JoQadyrukaeHXMIpHeRDIVx8o46lwq6WNjIKoY7p9If0GefSpQHRnpICJdEARhVjNSJV3sLtPLSy+9lE/VGdGPDmBoJEw7f3egLw4ZhSGV9HERTzqe9KGaERP9aUK2o6h7dQvDMKkJ1rs79KXQGrzoHcGi52k+A0/BhNg6vQGAWCwMSCV9rAwXkwkQ3eH2Dtg1UkkXBEEQqoBcJb2+vr6ocg5id5luSm4aBZShk/a4lfRYOAXZSno6I9nbYyU3wXKoSnrfFvfsp09L0VDTnL/aoTI2JG30xTVo3j28Mn4dX02BSNdqnPeK9KPrkEjKWpVLMqUIx2E4J0tityvStbrqiF8EEemCIAizlkwmw5YtW4DBVXQorqSL3WXqKUekY2hYXreSnopZYCk8uWZEyd4eE9G48/2ZxhA+522uhaKXaJEfXfUkoc2HNmeI4VNeg1DIfb06nGmx8fAApi72pLEQTUAiOXwlPdPtinSzXuwugiAIQoWzdetWLMtRb3v60UEq6dPNSy+9lL+9cuXKkXc2dbSAe1clFCpjYWRFumRvj41wTDFcWF+8wELRa/flp42qpAVo6Itq0IwhZJZHp6auoJKuHGUZHejHNMWeNBaicccm5B1Gf6s+d638DabTYappDDuetEIQkS4IgjBLGcmPDiLSp5uXX34ZcNZhzpw5I+6rDA1PjSs4tCSQtiXWb5x0D4BvmOpsqqtQpHflm0ZVb8oZXNQ8TLepqePzQlJzJFidcuwX8bCTlR5PIhN+yySavagxVEwmgD7grlWw2YSMjTI0dE9ly+DKPjpBEARh0hgp2QXE7jKdRCIRtm7dCsC+++47rPjIo2v4a12vrSetQUq5o+ZFpJdNJqPoiwxvobB6XOHXZ+2koa4lO7hIQ18YGn7NTA1D14iaTtm3LutSioYH8OR6CMSeVBYjxWQCeGPupaSGFhMyCgwNzVvZMriyj04QBEGYNEarpNfW1mIYzl8+qaRPLa+88kr+9ooVK0Z/gq5R2+L6n31pDZWy0TQNhXjSx0I04VS1h4tf1PoLp41upaG2pXhw0TBopo7SNWJZb0Zd1nIWiww49iRb7EnlMFpMprIUgWyefUrTCdbpzjReU0fzit1FEARBqEBGq6RrmkZDQwMglfSppmyRDjTNDeVvBywNUgWNpCL6yiaX7DLUBEsAM1wg0lMbaPA2FQ8uGg5TA1Mj6XWufHhQBIwWYpHs1NGMXPkoh3gSYsPEZAKQsanJ5tkPeLzOsKOMDT5j9CtU04yIdEEQhFlKrpKuaRqLFi0acp+c5UUq6VNLzo8OpYv0lrmNpLNtjkELsGyU5XibRfSVT87nPNQESwBfvMDuklpPQ6AJLeTJDy4aFlMHQyfld/er8ywiGunPp/FIVnrpRBMQTw0v0tORDLUZ5yw1mmswyCiUfwR/TIUgIl0QBGGWkqukd3R04PcPjooDt3m0v78/nwQjTD5jEem1zU1EsvakWks5At1SaBok09KIWC59YcVQ4Sw5glkLRVg3yKgY9cFmtEAJws/U0AwNy1co0ucTj4UxDA3LlpOqcojGHTuXxxz6ZGpgazIvdhO5aaOWjfJVfl66iHRBEIRZSDgcprOzExjaj54jJ9KVUvT390/JsQmuSPf5fMNe5dgT0+dlIPtXvcaywFZgOQkvscTIzxWKUUrR1T+8zxmgLmuh6M1mqDcEmiBQgqwyHLsLgQKRbs4lGgnn74s9qXSiiZHFbP8b7hWPTMippCsAT2VbXUBEuiAIwqxkND96jsKEF7G8TA3pdJp169YBsM8+++Sbd0fF1InoTsXcr2yS2YFGuVg/oXQSKadCO5yFItaVwq8cz3+v5pS960PNg6eLDoGmaeA1iqrudUYrsagr0qXRt3S6B9Sw+egA8Z3uD7+qyZ0YaSiz8iVw5R+hIAiCMOEUivRSKukgIn2qWLduHZmMI/xKtboAYGpEdVfdhfvtvEhPSGW2LKJxx+c8XCW9b7Mr/Pq0JH5fiKA3BCXmbms+A6Og6l6vNxGLDuTvSyW9NGxb0RseoWkUSHa6lXS9zoOyFWigKjwjHUSkC4IgzEoK4xdLraRLwsvUMJZkFwAMjbjhivS+7lhepCdTTu63UBqRUXzOkTdc/1AvESd+EdBKFX5+HW/IraTX6nXEYo5IN3SIJ2WtSiEXk+kfwZZk9bhnPN56j9OnYepOA2+FU/lHKAiCIEw4UkmvXMbSNApO/nbCLKik98ZQmYKBRmKhKJlIXI0okOI73Ep6r93rTBs1tNIr6R4df8g9AajTaonFIwCYpvQQlEo0G5M5UiWdAXet/E3ZIHpDk0q6IAiCUJmUWkkXkT71FIr0fffdt/Qnmhop060axsKpfONoRqaOlkV3PyP6nNPd7vfca3XSUNPsNIOWKvw8OsEad986AsTiYZSl8BgQkx6CkogmnBNQY5iYTAAz4q5VbbPHmTYqlXRBEAShUslV0n0+H3Pnzh12P7G7TD05ka7rOnvvvXfpTzQ0bF/BAKNYJm93SYtILxnLUvRGRk52sXsKMtKtHTSEWhyrS6mJIYZGXV2BSFdeYsmI20OQco5DGJlwTKGPoGSVpfDF3LWqb8lW0n0a6BoVPstIRLogCMJsQymVF+mLFy9GH+GvnFTSpxbbtvOe9L322mvY/PohMXU0vyvsVNxtHLUsaUYslWgC4omRLRTaQMG00fQWGkLN4NHRRgpWL3y+R8cX0Elqzv51yiCWiIBl4zGdqaMy0Gh0uvtHsbpkbILJ7CAjw8QX0FEZRcZrYprgqfB5RiLSBUEQZhm7du0iHo8DI/vRQUT6VPPGG28QjUaBMptGAQwNM+Te1ZMKlbbRNA2FeNJLJRp30nBGEn+eSIFIT22gMdhMyjTYtFOxs1vRH1GkRmrUNTQwNCIex1NTb0M6kyQdT+avfMhJ1chkMor+6CgiPW1Tl84OnfK600Ztj4HHAN9Iz60AKn/ckiAIgjChlOpHB7G7TDVjbRoF0HQNf4NbGjRTQMq1v4jdpTQicWcOlD6Cz9kfd4SfDfSnNlIfaCKGQXOdIxr7ozDQA6mM04Dq9zn2maAPvJ6sd93QiHk8NKeS1Gan+cbCA9TUB8lYUkkfjWjCsQU11g6/T7w7TcDOfre+XJOBIm0YeEzwVrgKrvDDEwRBECaaUpNdQCrpU81YmkYLpWRdi2uk9mWAdIFHXSqzJdEfVYzmWgklHZHeb5jYpGkINZM2DNpq4B0H6CRTinDMEfwDUcXuPuiPwO5esGzFwiankp70eiAKJoqgMYdYeIAGYy4ZS8l6jUIk7kSL+kZo8O3bmqQhezsZdMvmGV0n5AHDqGxTuoh0QRCEWUY5lfRAIIDX6yWVSkklfQoYSyW9MIWkcW4IcKJBAhlQKaeKqEHWflHZoqQS6BrF52zbroWiNyvmG2paSOs6oWwLgc+r4fNCSwPkvvNUWrH+DXj8RSddRDM00n5XhtV5FxGN9OfvJ0Wkj0g0AYqRr3hEdqTyIt0KeVBKoQFpTaMmMAUHOU7Eky4IgjDLKKeSrmla3vIilfTJZywi3VNQbmuc00g824wYshSkbJRSmKYz9EUYmURSEYmPnOwS2ZnGoxy/ea/uKOnGUDPK0Aj6hheMXo9GbdC5rekaeHUsn7t49Z75xMIydbRU+iMjJ7sAxHe5vQPUOoOMlKmT1nRCItIFQRCESqOcSjq4lhcR6ZNPLtmlvb2dhoaGkp7jNUHTnBHpdQ3NhLNejRrLdkzTtpPwEo1P0kHPIHITLAMjVNL7N7uThvpwbtfVtWCb+ojZ6uBc9TB0J15R8xngd3sI6ox2YpEw4NTek2mJYByJ7oFRmkaBVJcr0s26XEa6hm3oI55QVQoi0gVBEGYZuUp6U1MT9fX1o+6fE+mRSIR0Wsp7k0VPTw+7d+8Gymsa9XpwBhbZEKytZ0B3xF2tZWFlbMhOHY0lnfhNYXgicafB1jtC3nl0e0GyixqgLtSE4fWAqY/ojwbnhMo0s0k7Ph0tUJCVbrTm7S6mKSdVI5FMjX7FA0D1umvlbTQhY6OZOqqEE6pKQES6IAjCLCKVSrF161ZgdKtLjsKEF6mmTx5jnTTqyeY9ZzKgew0imtMsaqCIh52sdK/piM+MxDCOSDQx+j6JXa5vqNfupaG2GaVr6L7SKum5tdJ8BmbQraTX6o3Es3YXj1HascxWoglIjHLFA0ALuyI91GQ6lXSPM2200pNdQES6IAjCrGLLli35amopVheQhJepYqzxi0XVWUMjqrvZfZFeyxloZDqRfuJzHpnufjWqeEt3FU4b7aQh1EJG1zB9WmmV9OxVDzw63lCB3UWvJxbJinQTYgm58jEc0bjz8+wZYa2UrfDE3B/42hYTLIXt1dH1ys9IBxHpgiAIs4pCP/pYKumS8DJ5jFWk5yrplgWaqRPTXWESHchAxs5XbyV7e3hsW9ETdjLNR0L1FlTSrTeoDzVheQy8pjZqJd00ndSXdAYwNPw1rgyr12qIRcPZ/WSg0UhEslYgTRvBV56x83n2FlDbaKAyNhlfdWSkg4h0QRCEWUVhsotU0iuLXNMolCfSdb1A+JkaCbOgkt4XQ1lKpliWQL5pdBSRrofdL7E3vZmGYDMZj4FZovAL+rK2I49OqLbAk06AaHQApZScVI1CX8T5mR6RlE1N9gc+7PFimhoosI3qmDYKItIFQRBmFWOppItInxpylfTa2lo6OjrKem7QnxV+hkbadEVkfCAFlkLXNZSS7O2RiMYdkT5aYognUtA4mlqfFekmAV9pw3FCfueESjN1aurc/euUh3g84qTxSCV9WJRyrniMdjJlJdw8+4jXXdQEiqu++C4uv/TLPProo5N5qOOmCor9giAIwkQxlkq62F0mn3g8zqZNmwCnij7iZfwhCOVEuqljed3u0FQ0DZbraxbRNzyROCgFxgjDcQACWQtFBo1IehsNNS1kdJ2gv7T3CfjAsgFTw1djMKAbBGyLOmUQTYQho/B4NaeSLus1iHjSOaEaTaSHd6Xw4fzsx7NnXpqC1zc9y/P/fJDn//kgGzdu4PDDD5/sQx4zUkkXBEGYRWzbti1/e8GCBSU9Ryrpk8+rr76abxIsJ9klh9+rOcLP0NACrkhX8UyxSBf7xLCEY6MPxwGoSTkivc8wUNg0hppJ6zq1JQ7H8XmdqxqYOugaUdOpl9baEIs7Il3TNBSyXkMRTUAiNbpIH9jq9g6kgx6UZaMMjbUvPJTffswxx0zWYU4IItIFQRBmEdu3bwegubkZn2+Uv3JZRKRPPmNtGs2R80JruoZZ427XUnY2SgR0HeJJSQsZjq5+8I/S+JlO2dRmLRS9hvNd1te2YBs6fm9pVz/yvnVTcxp9Pc6b1lkW8Xi86KRK7EmDicadq0bmKNaiaMG0UbsmN8gIXnj+b/ntItIFQRCEisC27bxInzdvXsnPE7vL5DNukV4gLgP1rnjxpEBlJ1dK9vbwpNKKgWgJFortKXL9ir2ao6Ab6ltR2dSWUsitldIBQyOV3WCgyKRyXpjccZXxIWYJkbiilNOhxG5XpGu1HrAUSSvJa6/8HYCFCxeydOnSSTrKiUFEuiAIwiyhu7s7PzG0nMZEqaRPPmNNdsmRq84qpahtc83RvrSClGN/MQ0ne1sYTCTuWChGaxod2OJ+gX3EAGhoaHUmWJbY5ZfLSreVBj6DtN99omE1oDLOSZWzXnLlY096wpQ0LTTT44p0T4MzbfSlbf8kk3ZsMMcee2zZvR9TjYh0QRCEWUKuig5jF+lSSZ8ccpV0j8dTcupOIZ7ckBwLGtqD5GqxwYxCpe38PomUkwcuFBONO9aS0cRfbHtBRroawNBNQsEGDK9eViXdNLIJLz4Dy+eKdI9dn7cnmXLlYxC2regLlxif2O9ehvA3OnaXf61z01wq3eoCItIFQRBmDW+88Ub+djl2F6/XSygUAqSSPhlkMhlee+01AJYvX45plh+8lh83b0F9UxMR3TFlBC0FKVekp9NioRiKkobjAMkCn3Ov3U1DTQuW18Dj1cqqpOfWCp+O8ruB337VmPeke0wR6XuSSGWveIxyMqVshVEQlVnTbKAyin+9+kh+2zvf+c7JOswJQ0S6IAjCLGGslXRwq+ki0ieejRs3ksomhozF6gIF4+YtqGtoJpyNEayxLEjbKLtgoJEkhgyiN6xGHDGfo9BC0Wt10lDTjOU1neE4JVgwIHvVw8xW0r06etAV6TVaI6lEIr9fKg3pjFz5yBFPZq94jFZJz9h4Y+7ZaF2LSSTSy+sb1wKw74qVtLe3T96BThAi0gVBEGYJEyHSxe4y8Yy3aRSKhV9NQyNh3ame19gWmZQCyxGhGRmQMwjbVk6ySwkWCtVXYHdJb6Mh5Ewb9XhK80mDM/DI53GnjpqBgqmjeiPR/n4AmRI7BPGk8zPuGW3aaFoRSDonVElNJ1Cj89zGJ7GV8++iGqroMAaR3tvby2c/+1kOP/xwTj75ZJ566qkh99u+fTuf/vSnOeqoozj++OO58cYbx32wgiAIwtgZq90F3ISXZDLpxMQJE8Z4m0ahWPj5gyHCmlsuD/c6WemG7jwusX7FxJMQLyF3G8AYcL+83swmGkItpHUdvxf0UYYgFRLyOwIcQ8NXUyjS64kNDABZS0xGrnwUEs+eI43a8Jmxqc1enRrwetF1jbUbXD/6u46tfD86jEGkf+tb36K5uZn777+fz372s3z5y1+mP3vWV8i1115Le3s7999/PzfeeCN33HEHjz/++IQctCAIglA+E1FJB7G8TDQTUUkHCGanjuoeg4juKrtYv5OVnhM2UpktJhKHRBICJVTSvdGCSnpynVNJ13RqShxklCPodwS45tHxF4p0rYbYQB+QvTIilfQiYklFKYEsiYEMtZbzbyDq86Jsxb/WO9GLuq5z9NFHTdoxTiRldafEYjHWrFnD7373O/x+P0ceeSRLly7loYce4t///d+L9t2+fTunnXYapmkyb948DjzwQDZs2MBhhx026HVTqVTej5c/MNPEO6rpSCgH27aL/i9ULrJW1UM1rVVOpBuGQUtLS1nHXCjSu7q6qsLPuSeVulaFIn3ZsmVjPr6Qz0Yp0DyKmJ4CnL+h8aiFZltoGBi6IpXWsO3Kjp6DqVuvWFwBKjscZ2T/dyDhKOakphO3dtNQ14ztgZDfppzDDPqd99RMRajZ9W7U4SceG0DDxtQBpUimKn+9pmqt+sM2AS9ooySlh7cnyM30Sga89PTtYPNupzl735WHUFtbO+2/B/QSxtuWJdK3bNlCMBhkzpw5+W3Lli1jw4YNg/Y95ZRT+Otf/8pBBx3Ezp07ef755znnnHOGfN2bb76ZG264YdDzTz311HIOTyiRrVu3TvchCCUia1U9VMNabdmyBYDW1la2bdtW1nMNwxUSL7/8MrW1tRN6bFNJJa2VUooXX3wRcCxIXV1ddHV1jem1WgLQsty5nfInIerIFP/cBIsW7gRgYQNgw+bN4z3yqWMq1usd+5a2385UbtqoI7D2PqqRt//bbqC87zRY8J5zzrDZ+FPndp3yUrvPThY2OP9WFzaAFa+e9ZrstVrQ4Pw3Gn0Fdi+tzeAN/f78/aOOOITNFfCF7rXXXqPuU5ZIj8fj+RiuHKFQaEi7y6pVq7jrrrs44ogjsCyLj3/84+yzzz5Dvu4555zDGWecUXxgUkmfcGzbZuvWrSxYsKCkMzhh+pC1qh6qZa3S6TTd3d0ALFiwgEWLFpX1/ML9fT5f2c+vBCpxrbZv304kEgHgzW9+87i+13XbFE+8pFjYpEgq1yOx46k0m45ehN7sZ1unYtk8OHRFZXz+kZiq9Xr0OZvtXTC3eeTqbCphUZtxqrG92cbc9Pp2Hnm2g8MPNVk8t/Rq95ZdiofWKhY122Se6iKmGwRtizqls/HRFJv3n49m6mzaqTh0X419F1V+JX2y1yqeVNz7hMLvg5rAyN/Hln++QW6WaEr38uCvn8g/dvDbPlA1v7/KEumBQIBoNFq0LRqNEgwGi7ZZlsVnPvMZzjjjDE499VR27drFZz/7WZYvX86RRx456HW9Xq8I8ilE1/WK+QMljIysVfVQ6WvV2dmJUs6l/I6OjrKPtbm5OX+7r6+voj/raFTSWuXy0QHe9KY3jeu4PKYiYymUAZbXtZCmImlUWkOho+uKSLy0S+2VwmSul20reiM6HhNGGzbftzVBrkzZqznfb0NNGxndwOfVy2oc9XkUtq2wdQ2UTsTIinRbEYmEUWnA1FEo4qnqWa/JXKtkWhFPKWpDo69Vcrf786/Xevjnv5ymUY/Xz1vfenj1fJ/l7Lxw4UJisRi7d+/Ob1u/fv2g6WgDAwPs2rWLD33oQ3lP+uGHH87TTz89MUctCIIglMV4kl1AGkcni4lqGgU3AlDTNQhY+e0qnslPsfSYEEuSP2Gb7cQSTmJIKRMsw5vdyUJ9xACobWjB9Oolxy/m8HqcxtCM0sCjE81mCtZYFtFY1B1oJFNH88STTtJNKXn2dq97JSnpidDZ5/TjLH/T26mt8U/WIU44ZYn0YDDIkUceyfXXX08ikeCRRx5h3bp1g6rjjY2NtLe389vf/hbbttm5cyePPvooy5Ytm9CDFwRBEEpjPMkuUCzSJSt94igU6fvuW6Ixehhy4+YtS+GpcUW4nrSKRF8qnc3oFogmIJkqLdkltrNw2qhj861pbMMsY5BRjvyE2AxofoNEVqQbQCJCfr1MwzmREEqPX1RKQdhdq+2RV/O333TgMSWdkFUKZdf7L774Yjo7OznmmGP43ve+x9VXX019fT333HNPUaPnt771Le677z6OPvpozjrrLN7+9rcPSoARBEEQpoZCkT6WSnouJx2kkj6RTGQl3WOAkR2A429w/7x7UjbKcirpEutXTCwBlu3kzI9GandB/KLdRcAbwqypw2M6E1/LwWu6a4FPJ+l11ysZ80B2yqjHdMSpZcmVj1iitPhF0gqzYNroa7sey9/e7+B3lr1W00nZh9rY2Mh11103aPvxxx/P8ccfn7+/cuVKbrrppvEdnSAIgjAhFNpdxltJF5E+ceREektLCy0tLeN6rcLqbG2rW9r1pxUks3aXggE5oeFeaBYRiZcufjPdbnW2z9pFQ00zlsfxs4/F7pKvpPsMLJ+bnqQSflTGRsMR6YmszSMw2pTNGU5ftMSToZSFP+6K9H+svxuAUKiBvfc5qOy1mk6qwzkvCIIgjAuxu1Qe/f397NixAxh/FR2y1VnDsZ/Xt9SQzpYd/ZYN6WwlPVtpT6ZGeqXZQ0+4dKuK1l9gd8lsoyHUQkrTCfrKmzYKjmUj4MtW0j06+F31qaV9RXYXufLhWFgGoqWdDKmERTAblRk2THrDTtzsyjcfgddrlG1Nmk5EpAuCIMwCxmt3aWhoyN+WSvrE8Morr+RvT4RIN00NrwfSGahrbGJAzzYjZmxUyhF9uq6hlIyaByfZpS8C/hI9ykaBz7k3tTE/bTQ4xj7E3NRRDA0z5Ip0M+N3ewhMp39gtq9XMpVt8C1BYNuxDPVZkd5vut/ryv2Pxu8tzdpUKYhIFwRBmAXk7C5+v79IcJeKYRjU19cDItIniolsGs0R8DqirrahiXD2L3yNZWVLti6zvTIL5SW7AHijBXaX1DoaaltIazo1gbG9f8jvVtL9NT73fTL+fBqPaWhYtqxXPOV8B6WI9FhnCp9yvr8+3f253/fAd455raYLEemCIAizgFwlvaOjY9R0hOHIWV7E7jIxTGTTaI5QwKmk19Y3EtYcgeJTNomIhSpoPpztlVkoL9kFIJhwlHJM10na/TTUtaBMHb93bP+e/F7nqoZmaPjq3IpvwPajUgURmkpEejzpfAelxC/2b3IbfLuUMyisqW4OrfPfREhEuiAIglBJxGIx+vr6gLFZXXLkEl56e3slZ3sCmAyRHvSBZUFtQzNhzVV24V7LiTEBdN2Z3jjbKSfZBaAu5Yi/3uwgnIbaVpSpj9njnPdXe3T89W5XaND2Qbp4fZIi0lGM7v1Xlk2kICqzxx4AYNW+R6AMg4CveqwuICJdEARhxjPeptEcuUq6ZVn5UfbC2MmJ9GAwyIIFCybkNb0eDQV4g37CuAHbsQFLBuTsQTnJLvGBDEHbqW73Zi0UDQ2tkO0DGAv5pBJDo6bBFek1yoNKuJV0DWfa5mwmlhhtxmiWhE2ixz2j6bUda95Bb34HUH6e/XQjIl0QBGGGM1EivTArXSwv4yOZTLJhwwbA8aNP1JjyvGA0NOK6W1FMDNhFzYgyIKe8ZJf+ra6Fok9zvte6hlZMUxtXJV3XwTI0appckV5rm6hEJn+1yjQhGh/be8wU+qOlWV1IWqT7XC9Xr90JwKqDjgLKz7OfbkSkC4IgzHAKM9LHY3eRrPSJ4/XXX8e2HfvJRDWNQmF1ViduuMIyFbHyA3JMw7EP2Pbsrc6Wm+wS2eqe1fTiXEWqa5qDxyg/Iz1HLivdQsPrN4hm03jqlE4yHs/HZnoMiCVHeqWZT3+0tAZflbBQ0QKRntnO/JYltMxdhK6X3iRcKYhIFwRBmOFMtN0FRKSPl8nwo4NTbdR1sHRImQUifSBVHOuXmd3NiOUmu8R2FMQv2n0A1DS3Y45h2miO3NTRjK2BzyBsOJKszlLEYuG8L92TraTP1j6QZEoRT5aakZ5BjxWI9PRmDlz6dixdH9Nk2OlGRLogCFOCZVm8+uqrs/YPzXQidpfKY7JEer46a2tYXlekp2NJVKZ4oNFsTngpN9klvdv9LnvtLmcYUW0z3jFMG81RPHVUJ5JtYK2xLcIDA+4AKtNZr/QsXa940mmcLclWFM7gTRR40tPrOWjJ4WQ0fVxXPaYLEemCIEwJp5xyCvvuuy8XXHDBdB/KrEPsLpXHpIn0fHUWtICr6lQsM2hAzmxODCk32cXqLaikWzupCzRie70ExjBtNIdpOGuRtgCfQTRrS9eB/l73pCon5GfresWTkEqNXgVXtkJFM/izX5SFRji9hf2Xv420rmMa0jgqCIIwiIGBAX77298C8Lvf/W6aj2b2UVhJnzt37phfp1CkSyV9fKxfvx5wxsMvW7Zswl7XY4KpO6LOqLHz2/WkBVkPuqFnp1jOUtEH5SW7AGh9BSI9vZWGmhYymk5ojNNGwVn7gC9bSffqJEz3mAb6MpAqrqTP1vWKp0qLXyRpoZIWNdlpo72GwbL5K6mraySt6VU3bRREpAuCMAX84x//yN/etWuXWF6mmJxIr6+vJxQKjfl1Cu0uUkkfH5s2bQJg/vz5eL0T183mMd3qrM89p8KbchtHc8OsZqvog/KSXQDMcIFIT22goaaZNDo1wfEdR37qqKmT9LgnVfGoVdQ4Opt7COJJSoxftMgkbOrSzhfVpytW7XM4GDppfeyTYacTEemCIEw6Tz/9dP52PB6XjO0pRCmVt7uMx+oCYneZKKLRKJ2dTjTc4sWLJ/S1NU0j6Hcq5XWtrj/Al7FRabto39nqSS832QXAF3dFen9qPQ11LdiesU8bzRHKrhWmRtrrrk86BipbSc+fVM3S9eqPKMwSGj5V0ibSa2PgnIz26mkOXHo4mqmRQau6aaMgIl0QhCmgUKQD7N69e5qOZPbR19dHIuHEx42naRTE7jJRbN68OX97okU6OOIzk4H6xnpi2fz1YMaGpCsCNc1JzZiNlJvsolIWoaQj0gd0g4yK01DXCqY+7rQQn1dDKdBMHeVz18NO6BAv6Clg9lbS+yIlXvVIWgz0u0Ogeonz5oWHgt/EUlrVTRsFEemCIEwBzzzzTNH9Xbt2TdORzD4K/ejjraSL3WViyFldYHJEes5CUVPfSDgr0kMZC5V2BYyhz97s7ViyvGQXO5qhLu9zdoReQ30L6Nq4c7fzIt/U0AusM3pSL5o6CrOzcTSVduIXSxHpKpxh9y7391LSZ+M3AmgBpyO32ppGQUS6IAiTTGdnZ5EoARHpU0lhsst4K+m1tbUYhvMHT0T62JlskZ6zYNTVNxHWnOpsjZXBirhTLL2zeIplNF5esktsdwqfcq5C9OpOdbuusQ3TGH/udj4S0KPjqXGPx0zrkLJRljuAKpaYfVc+cvGLo0UnKqVQkTQ9O93fS3qjDyw7L9KrLSMdRKQLgjDJ7FlFBxHpU8lEZaSD443NWV7E7jJ2CkX6okWLJvz1vR5QCmobmhnQnWqsAcT6rPyAHNN0ssJnYxN3ucku/VvcSw59ONaxukZn2ui4K+ke56qGpUGwrqCHIK2jMsrJ0sQR6dHEcK8ycylVpJOyUUkLX58ra/0dzkmPZWpVOW0URKQLgjDJiEifXibS7gKuL10q6WNnsivpnqzWq61vJIwrMCN9maLEkHQm27Q4y+gt1eOcJbrFVce9yml6r2mcg8czAZX0bK59Gp26ZldFBjKaU+7PrZc5O+1J8aRzwmmMFr+YsCBl0xxz92tb4kHTNCytOqeNgoh0QRAmmT2bRkFE+lQykXYXcEV6f38/ljULFd4EkBPpmqaxYMGCCX99r+k0hgbrGgjjelri/fagKZazrRnRthW94dKTXZStiO0uiF9UzslpTUPbhEyw9JjZCbFKo7HNNaUHM5oTmVkg0pMpyGRm15WPeMr5WR4NlbRRKYsFCceOtNs0mTevFQVVO20URKQLgjCJKKXyIj3nZQZJd5lKJtLuAm7zqFKK/v7+cb/ebCQn0ufNmzehGek5vB7HHqE8XqIFIj0Ztmb9FMtYAhKpMqwPCYtMb8GYecuJzgw1tBH0u/GIY8VrOmuVtqC+tYGI7vyerLEUmqVQadeTnp6FU2IHogqjFKWatNjdqQjaTuFgo5GkuXaOE21ZpdNGQUS6IAiTyBtvvMHOnTsBOOyww/LbpZI+deREuqZptLe3j/v1JCt9fExmRnqOfHUWjYThivR0zHKnWBqzs5IeS0IiWXqyC3ELO+xGIfZlduAxvJjBhnFNG81hmk5CTMaCQF0d/VlbR51lozQGDzSaZVnppcYvqmia7m3uD/NWvQcPzvjdap02CiLSBUGYRAr96Icffjj19fWAiPSpJGd3aWtrw+MZfylJRPr4mOyMdCjwOSuNpOn6qTMx1+6i604+92wTfeUmu6iEhR4rqKRntlBf04xlGBM2wTLoc/oDzKCXsJ5N47Et0umCxtFZaE9KZxSxRGlXPdRAmsQu92e9y7sTMgotW0mfiBOq6UBEuiAIk0ahH/3QQw9lzpw5gIj0qcKyrPyVjImwukBxVrokvJTPZDeNglNJNw2wLLA8brehFUuhkntMHZ1Fog/KT3ZR0Qz+qOtJ70mto7G2BdvQ8Y1z2mgOd+qoTlh3z5rCEYXKeqwNXcO2Z9d6xbN59qNV0lXahoSN0RVznxt6wznB8epk7OqcNgoi0gVBmET2FOltbW0ADAwM5KdgCpPH7t27882dE5HsAlJJHy9TIdJ1XcPvdaqzKuAKTBVPF02xhNlXSS832cXqS9IaiTrPNUz6U+vz00YnyuMc9GtYFmBq9Onu78WBfgWx4ubs2bRe8SQkMyWksiSdQV2NA461K6np+JsjqIxCC5pYtvMdVyMi0gVBmBSUUnm7S1tbG/Pnz89X0kGq6VPBRDeNQrFIl0p6+UyFSAcIZquzZq0r8vRkpmiKpa5DPDl70kLKTnZJ2fRsTlKXccrXG0zn/w31LWhMXFqI1wMKwKPTr0fy26O9mVl95SOeBLsEa5JKWCQHLOYknROcLR6N1qY2sBT4q3faKIhIFwRhktiwYUO+0nrooYeiaVqRSJeEl8lnMkR6od1FKunlM1UiPWeh8Ne7ItybsrJTLN1Yv9k0IGcsyS6717lXIjYq53dWXWMbxgSmheQqxZqhETXD7tv3JSFt5xN5dB1is+ikKl5qLnzCYse2TF7QbtQGaG3qAKXQfNU7bRREpAuCMEnsaXUBpJI+xRRmpIvdpTKY7Iz0HH6vhmVDTZNJrnbuT2cjGFNuYkg0PvxrzDTKTXZR8QzxN9yzmA3pVwCob2zDa05sJV0DlKmR9A7kt1t9SWe9ChJeZtNJVTimMI3R91Nxi/7t7iWGTdZmmhvmAmDrzrTRasxIBxHpgiBMEiLSpx+xu1Qek52RniNXOaxrbMpnbwczVnZAjpu9nUg5NpDZQLnJLiQsPN3uWcz6+KMA1NS3YU7gBEuvCYbhDN0xa93KvR5JDVqv2CwS6X2R0sS1iqSxO90vZmPyWVoa56IBGV3DU6UZ6SAiXRCESaIwfvGQQw4BRKRPNWJ3qSymIiM9R646W1vfSDgrSmsy1qBR85nM7PE5l53sEk7TOOAkhiQ1ne2xx4HstNEJrqR7DMhoGg2triwLxNOD1mu2nFRlMopIvIRkF8uGaIZgr3sytSm2hpa6dpSpO9NGJ3CtphoR6YIgTDiWZfGPf/wDgIULF+ZTXXL/BxHpU4HYXSqLqchIz+HJVnlr65oIa47IC9oW6ZRyIuuYfVMsy0l2UbYiuj3JnKQj/rb6Pdg40So1DXMITcC00Ry5XPuM0mhra85f+ahPZtDQ3CmxJqTTs+OkKp5yPueo65WwsRIZ2rIJPF2GScbsIWiGqn7aKIhIFwRhEnjllVeIRp1fmjmrC0glfarJVdI9Hg/Nzc0T8pqBQACfzweI3aVcpqppFFwLRaC2kR7N7cDr7XEH5HhMp7l0NsT6lZvsQtJi+6uuhWKb163UBhvaJnQ4jteTXQtbo7V1Hl3ZKx9N6TQZ262kz6aTqnjS+ZyjiuukRc8OixrL+SHeZKZpbeyAjI1m6mT06p02CiLSBUGYBAqtLiLSp4+cSO/o6EDXJ+bXvaZp+Wq6VNLLY0pFetZCEahrpFO5zYgDPRlUymklNQ3NEemzQPSNJdklvKVApGvuValA/ZwJFemFufat7fPp1B1fukcpwv0KlZp9J1XxZGn9Ayph0bXV9fFvUrtpaZzrxC+aOimqd9ooiEgXBGESKGwazfnRAWpqaggGg4BEME42yWSSrq4uYOL86DlEpI+Nqa6kmwYE61rosjvz2+P9FsRmX/Z2+ckuFuwuaEZMOfa9oL8WMxjE75vYymwu176lfT7dRPPb+3ttSLgnVdYsmTpaavyiSmSI7SyIyUy/RktjB2QUml8nk6Fqp42CiHRBECaBQpF+8MEHFz2Wq6ZLJX1y2bFjR/72RIv0XPNoJBIhnZ4FimGCmEqR7sn6nM1AHd3Wzvz2zICVHzWfYzZUZstNdlGxDLV9TtOoDbzWdw8ADXUtoGkTnrudy7X3Bv30FQ406redE4YCZoNID8cURikKNZzB7HEV/cbEk7Q0zHV8/EGjqqeNgoh0QRAmmFQqxdq1awHYe++9aWhoKHo8J9K7u7tF4E0ihckuE9U0mkOaR8fGVGWkgyNGfR5QusGA7p6wEUlDwkJlE0I0DZKpmZ8WUm6yS6orRXvMEem7/UF6Ik7Tb0N9KxoT34gY8GnYNmDqxAxXpCf7087Ye+Ucv1Kz46SqP1pCsoutUNEM9f3OOqXReCP2GK1Nc0GB5nfOpKq1aRREpAuCMMG88MILpFLO5cdCq0uOQl96Lo6uUtm6dSu//e1vSSZLHX1XORQmu0yW3QVEpJfDVGWk5wj6HZ9zwnSvWnkiKZSlipoRY9X34102ZSW7pG12vhLHq5zvqLvBNTXXN7Q6GekTLPy8Jk5mpqlhBWL57anemJPGk81K14DEDD+psixFOFbCd5y0SA6kmRN3vq+tHoOMijt2FwCPjqZV77RREJEuCMIEM9QQo0KqJYYxk8lwxBFHcPLJJ3P55ZdP9+GUzWRkpOcozEqXhJfSmMqM9BxBn2OhwN+bnzoajCWddJeCKZaRGT51tOxkl4RFzwbXjx5tcB+qr2/DY0yCSPfgVH9NHTPoeqyNcMrx6WQTeUxz5k+JzSe7jLZeCYsdG9MYOCctG/UwgDPISIFtaI5Il0q6IAiCw2givVoSXrZt25bPtX7qqaem+WjKR+wulcVUZqTnCPqd9Jb6xgZ6DaecWJdMZqdYuqIvliBvp5iJlJvsouIW1k5XpCeaXPtJbX0rHnPiLRS5SrptQG2L29gbiGfAouikaqZf+Sg1I10lbfq3FSS7WFsAnEFGhkZG16t62iiISBcEYYLJxS/qus6qVasGPV4o0is54aXwBGJgYGCEPSuTqbK7SCW9NKayaTRHroLY2jKPTsMRefWZNOmEhcraJzyGY4nJWMO9SvVTbrILCYtAj1uuTtdszd+ubZiDx3SHRU0U7tRRnTmtTUSzA41qkxm0jO0OoJoFJ1XxpPPzaI7W5Ju0sHYXNI2mnsdj+qjzNYKpVf20URCRLgjCBBKLxXjhhRcAWLlyZT5usZBqqaQXnkBUo0ifKruLVNJLYzpEusfRebS1zadLcyvD3d12USU9bUEyNdQrzAzKTXax+lO0hZ0YxD6Pl6i9Kf9YTUMbwQmcNpojN3XU0jRamooHGlm2e+XDYzqNo+kZ3DxacvxiOIO/1z2Z2hR72LG6pG00v0HaNKp62iiISBcEYQJZu3YtluWU5IayukD1iPRqr6TnRHpNTQ11dXUT+tpidymf6bC7eD1OektL2zw6VX9+e7jbKrJPZDIzOzGknGQXpRRdryeotZzkqc66GvrCXfnHgw1zqJmE3G2vJztRFJ225nl06c77+5RNOKzyjaP59ZrBwViRuGK02WtKKVQkTWskezJlmPSmXqOlsR2VtNFqTDJoVT1tFESkC4IwgYzmRwcR6VNFzu4y0VV0ELvLWJguu4uhQ3PrPLptV2jGB2xU3FHluVHzM1n0lZPsQsJi92tudTbZFqRvwP3uQo0TO200h8fMCnCl0dw8l67CgUY9tjslNnflYwavV1+4hPVK2fRuT1Gfcb6ITYbz8+wMMrLR6r2kMlT1tFEQkS4IwgSS86PD8CK9WtJdCo8tFouRyVRPqTEcDhOJOM1ukyHSxe5SPlOZkZ7DY4BhQGPLAjott0fBCmfyUyx1XZvR2dtjSXZJbHOtQZ75ATbveC1/v665A5934iuzmqY5kZkW+GoC9GmFA42s/HrN9Eq6bSvC8RJEesJi1/oCPzrOiVRrYwcagN+o+mmjICJdEIQJJFdJ93q97LfffkPu09DQkM+IrmSRvmdTazgcnqYjKZ/CptGJTnYBsbuMhanOSAe3GbGxdT5d6Q357Vo4jUpYRc2HM1X0jSXZxdPtVtJD8y1e2/gvABbP25ea2qZJ8zgHfY4Ax2cQ8xQPNMpd+dA0DcXMPanKxS+O1uypkjaxNwpEeuZ1AJrr2lGmjhYwq37aKIhIFwRhgujv7+fVV18F4IADDhhWiGialq+mV0u6C1SX5WUym0ZB7C7lEovF8j/rU2V1gWwzogFmoIYo2/LbPdGU43HOFIj0GSr6oonykl1UIkPTgGM1Seg626KPY2eHGh206p1oTN5wnFDAqaRrfoO0r2CgUV8cknbRlNiZelIVTzpNzKVU0vVu94rHxoRTIGqtnYPmM8DvdE1X8yAjEJEuCMIE8c9//jN/ezirS46cL72zsxPbtkfcd7oQkT48Xq+XUCgESCW9FKajaRTANDW8HqcZ0ROMkXGMAATjKVTBQCNDh3hyZkb69UedOUClNg9GtiZoSzrib2dNDf965W/5xw48+JhJmTaaw+91rEeYOp6QG7ejhYunxDKD7Um5+EWPOfJ6qWiaun7nRMZCY2v0YQCag3MgaKB5nWmj1ZzsAiLSBUGYIAqbRg855JAR982JdMuy6O7untTjGivVLNIn2+4CbjVdRProTEfTaI6AFzJotDS10WM61cW6RBKs4oFGM3WK5a4eVXI1VWVsdrzgfhHR5hD/fOkhAEzDw4oD3zEpg4xy5MW/qVHXWDDQKJYpmhJrGBAtI7GmmoiXGAWa6kkxJ+6I9O1eD2nl2INagu1o9V4sW1X9tFEQkS4IwgRRSrJLjkpPeEmn04NsHNUk0ie7kg5u82h3d/eMHqwyEUynSA8FnMSQ1qYOOnVH5NVZaZIRKz8gx2M4tpCZRiqt6Oyj9MjEhEV4kyvSE80223dvBGDF4oPx1NbjMSZP+OVPJjw6rY31xDRHotUmM8VTYmfoeoFz8jFaBL1K2+x8LYkn+3tni8f5MnRNpynUghYyyWSo+mmjICJdEIQJIifSQ6EQK1asGHHfSk946ezsHLRNRHoxuddNpVJ0dXWNsvfsZlor6dlmxLaW+XRprgDtLchKNw2nudKyZtbJVl8EIvHSRbpKWLDbVb+7dTfV5eA3HUnaMCZl2mgOrwd0HWxTo7Wlg27TkWhN6TQqY6OyPQQe05miOhPpKyUuM2HRu9ldp0228/uusb4Nw+NBCxikM1T9tFEQkS4IwgTQ2dmZ990edNBBGIYx4v6VXkkf6piqSaQX2l0mS6QvXLgwf3vLli2T8h4zhekU6T6PkwbS0jqProKBRgO9ljsgx5yZA436Ik4j5mj+5jxxi7q+nM8Znt/92/xDBx9yDOls7vZETxvNkc9K1w1am+fRpTkL4lc2kRhFU0eTKchkZtZJlWUpBmKji3SVtMjscM9SXo876Tut9XPBq4PfIG05J5/SOCoIwqynMB99ND86FIv0Skx4qXaRnqukNzc34/P5JuU9RKSXznRkpOfITR1tnTOfTtv9t5bos1DJ7ICcGTrQqBw/OkCqJ0l7zEl22R0I8s9X7wOgxl/HPvv9G+lMGdaZMeA1nf6AjK7R0txBl+YONOrb48pH2pp5J1W9YRiIlvAdJyx8ve5VoQ1Rp2+gua4dzW86GemWk41vlnqCVqGISBcEYdyU40eHyq+kD3XiUC0iXSmVF+mT1TQKItLLYToy0nN4TVAKWtvm05VxYxitcAay2dse00nUmEmir1w/ulKKHc/G8j7nzloP4ajTFH3g0rdjhLxkLAgFJk/05XLtM+h4QwF6Cwca9ViopNtDkMnMvKmjnX3OieJow6JU3KI57JzARAyT7uQLALTUtqPVedA0bUZMGwUR6YIgTAD/+Mc/8rdngkiv5kp6V1cX6bTz13uyrC4gIr1UpisjPYfHdHzOza3z6CwcaBRJo+K5SrrmiPQZJPrK9aOTtOlZ7/qcd/r68rdX7X0EWjZ3ezIbET2mhseEdAa0oEnU41bSEwPuSZVpzrwrH0optuxSBEsQ1n2b4jSlnRiY7UH3SmFLbTtarbNAM2HaKIhIFwRhAnjllVcACAQCLF26dNT9RaRPHlPRNAqwaNGi/G0R6cMzXRnpOXLVWV9tPVG1Nb/dE01D2kZZbtTfTBJ9ZfvRExbWdtdCsS7uFh4OftNR7nCcSW5EDPqcqxoEDTJeV6Sn+uJOYytg6Bq2PfPWq3sAGmpG3k9lbHa94q5TZ9D9Elrr50LAWSd7BkwbBRHpgiCMk0wmw8aNTkzZsmXLSmqqam5uRtedXz+VKNKr2e5SKNIn0+4yb968/FoXClGhmOlsGgXH7mIYkNF1vME46exAo1A86aSFpGfm1NFy/egqniHQ4075fGLrLwFob1xAx8KlKEOb1GmjOUKBbCXda2DWFISGh5NFJ1UaM2u9OvucQUYB3yh/PxIW0S3uFY9Orztno7mpHS0r0hXV3zQKItIFQRgnW7duzdsrli9fXtJzdF2ntbUVqEyRXs2V9KlIdgHweDz515dK+vBMt0h3E0N0Whvm0J0daFSfTBYNyNE0SKZmRlpI2fnogBXNMCfiVK57TC/d8ZcAWLXsCPR6X3YKJvgmuaUg6APLBjw6dY3uevjjGSfXPntSpZg5lXSlFFt3KfwlfLd7xmTu5OX87dbW+flKOlR/RjqISBcEYZysW7cuf3vZsmUlPy9nedm9e3fFDcPJiXSPx/0tXy0ifarsLuD60nft2kUiMUOnq4yTihDpJqR1ndameXTqjmWixsoQH7Bm5ICcsv3oQNcrMWospzS9rcAmcfDSw9GC2Ug/c/Krsz6vhlKgeXWam2pJZAca1SWtoimxug7xZGX93hwr4Rh09kP9KFYXAOIWtX2O3cUGtkQfzj/U2jEfzdCxbIWuV39GOohIFwRhnIxXpKdSKfr7+0fZe2rJifQ5c+YQCoWA6hTpk2l3geLm0W3bto2w5+xlukW6pmkE/ZDRnKmjxQON7Bk5dbRcP7qybHa/5FpdNuLY3TRNY9XStzuRfrkJlpNcSS+cOjqnpYOugoFGdsq98uExIDJD1quzz/nZKyWNJd2XYk4uJtMfZFefM3CqNtCAr7UecJpGPaZU0gVBEMYt0qGyLC+2becnjra1tVFXVwdUj0ifKrsLSMJLKUxnRnoOvxcylkZr2zy6VF9+e7g341bSTYglqLirWmOhXD86cYvENlfxvhR1mkaXLdif2oZmNL9BKpNtwp3k3O189der09I8jy7dqe4HbItETOVPqkzDWa+ZwBudCo8x+pAopRS7XozjU8530NcQpKt3B+A0jeb86Im0I9ADkzMiYkoRkS4IwriYaSK9p6cHy3IsAXPmzKk6kZ6rpBuGQVtb26S+l4j00ZnOjPQcIb9TWW6Zu7B4oFGvhUq5ldl0xvmvmhmLH10lLLydBcNx4o8CcPDeR6D5DMiOmZ/MQUY5vB5HgGc0jdbmuXThVvh7ulx7ktfjiPR0lU8djcYVu3pGT3UBIGXTvc5dp3izh4zlGPOb69vRAs6ZWTLlePtHy1uvBkSkC4IwLnIi3efzlWWvqFSRXngshSI9HA5j2/ZwT6sYciK9vb0dwzBG2Xt8iEgfmenOSM/hz4qVtrkL6Mq4MYxWJAPZWL+Zkr09Fj86cYumfsdCEdd0dsSeAOCgpUdAyEQzdJJpaKydhAPeA6+ZFem2hreuhj69YKBRnwVZUe73QiJV/dX0zj4YiJW4XgmL1Hb3A6cbXcHe0tiRbxpNpKCpboIPdJoQkS4IwpixbZv169cDsHTp0nysYikUVnmrQaQrpYhGo8M9rSJIp9P5459sqwtIVvpoTHdGeg5Pburo3Pl0pdyBRnrBQKPcFMtqj/UrOx8dCG+L05pyxN8mr4bCxucN8KZ5B+eH4ygFoSnI3c7l2lsWaAGDqOn+zon3Z1DZgUY+jzNxtNpF+o5uhWmAro/+3aqEha/bFebpup35263NHeB1/v5kLKgLVX8VHUSkC4IwDt544w2SySRQntUFKreSXpiRXuhJh8q3vOzatSvvKZ4KkV5YSZes9MFMd9NojpzPOVTfQERtcrdHU5DIoJQjlGZCJb3sfHSl2P4vVwivx8nd3m/vw/CaPrSgmf83NRUeZ6/pXtXQAiZpr2t3SRYMNNJ1JwWmmpt9E0nF9q4SU13AueIRdr6PmG4QVq/lH2qdN7/I0x6cAX50EJEuCMI4GKsfHYpF+lDDg6aL4SrpUPkivbBpdLKTXQAaGhqoqXH+wkolfTCFIr3wqsNU4zWdHHRl6niDKZLZWD93oJGdF33VXEkfix+dpE1ko6t0N2ScK4MHrTgSAM3v+NG9JiWNrB8vhqHh82Snjnp1jFAy/5gWTkLcyp80aBpE4tXrSe/qd6wutcHS9g9vi9GSveKxuyZEd39BJb3DKRhYlsLQp2atpgIR6YIgjJmJEumVVEmvZpE+lRnp4KQx5KrpW7ZsmRHJIBNJpVTSPTmfs6nT1thBl+H86W/IDTRKub0W1VxJH5sfPYO2q6BpNPEUAActP8KxT/gNklOcFhLyZxt4PTq1hQONYhnHk571pfs80F1Z6bVlsaPb+RxGKVYXW7HjeXedos0hunrd33etHU5yUiLtxGRKJV0QhFnPeER6buIoiEifKKZapINreUkkEnR1dU3Je1YLlSLS8z5nTae1qYPu7ECjoG0VNSNW+6j5sfjRVdyirs+xUFjA5ujfaKhrZa+WfdC8OvgMEilH+JUyEXMiCPqdSrrm1Wlpqclf+ahJWqiM7ZxY4RzPQMypHlcbqbRiWyfUh0p8QsIivMW94qHNDdDZUyDS5zu/h5Ip53uZCfGLICJdEIRxMB6R7vF4aG5uBipLpFezJ32q7S4gCS8jUQkZ6eD6nDNotDR30Km5Pue+Tnegka5DLFF9gi9H2fnoQLI3xZy440nf5jFJ2QMc9KZ3oGcUWq0HzdBIpaGhdvQc74ki6NewLMCj09bsXvloSqedqaMpV6QnUxBLjvBiFUp3P/RHoa4Mkc5OV6TXLPLT3edkpPu9AUItTc5uKUf4G8YsbRzt7e3ls5/9LIcffjgnn3wyTz311LD7/uEPf+Ckk07iiCOO4EMf+pBMpBOEGUZOpHs8njGJkFzCSyWJ9Nyx6LpOS0tLVYn06aykg4j0PcmJ9I6ODny+6Svt5e0uFrS2zadL9eYfi/RZgwYaVSPJ1Bj86MCOtTE8WZvWhmzc4cFvOsqpWGeTXZJpaChVTE4AXhPnsoZXp7V5Xv7KR8i2iA9k8idVPi/EUxCND/9alcquXoVtg1mimFYJi2C/+0HnLvXlK+ktTR3o2cmsUxWVOVWULdK/9a1v0dzczP33389nP/tZvvzlLw850vvRRx/ll7/8Jd/5znd4+OGH+d73vlf0x04QhOpGKZUX6XvttRemWWYJC9eXHovFiEQio+w9NeREektLC4ZhVJVILxTJUkmfXiolIx2cJBC/1/E5t86dT6flnhQn+typo14TwvHqnDraHy3fj67SNr2vuVcVNljOz+/BK48CRX6CJUAoMHWVWa/HiXzUTN2ZEltw5aO3287bk4xss2+1VdIzGcWWXaU3jAJY4TRzIs4Vjy6vD80XI5507re0uL/rlIKaKVyryaasv6qxWIw1a9bwu9/9Dr/fz5FHHsnSpUt56KGH+Pd///eifW+44QYuuOAClixZAjBilS2VSpFKpYoPzDSnbTrbTCU3iKUaBrLMdqphrbZv304s5vzxWLp06ZiOtTArfefOnfnfF9OFUiov0ufMmYNt2/n0EoD+/v5Bn7NS1urll1/moYceAlybzlQcU+Hv9s2bN0/79zASU7lWGzduzN9etGjRtH8vIb9NXxjmdMyny1oDrALAiqQhnUbDJuhTJBIQS2gEfNMvdMpZr76wwlYKr6kBJZ5kJNJYOwpEeupZFnbsTUvjHFR3Aj2ggbIwdWcglG1PzXfiNRWmoVA2+BuD9GpRwDn7iAxYaFYGjezVD10RiYFtT697uZy16h5QhGOKOU2gUdp32vV6jHrbuaLQUx8i0+9a+1rnzEPDRikn2WUq12o8lDJXpCyRvmXLFoLBYFEqw7Jly9iwYUPRfpZl8corr7B+/XquuOIKTNPk/e9/Px/96EeH9HTdfPPN3HDDDUXbTjnlFE499dRyDk8oka1bt46+k1ARVPJaFVrd5syZM6ac7GDQLaU8++yzkz4hczTC4XA+9722tpbNmzcTj7uXWLdt2zbs55zutbrooovyfyDPOuusKatqF67Zyy+/XBV56VOxVoX/PhobG6f9e5lf5/w30BqgK7UOsjUwn0qx1yH9QD80ONt27xzuVaaHUtbLAxy5b5kv3AAv9xeI9Oj9nHTiUSw5KndVzzlhX9QIqQhsnsKLfUfsk71xOMSDEUi0AGDWpVi8shuyee4LG5zdKuWfXan/tt62vLzX3ZJxC7naUh/mvJfz95ft3cDCBuf33aJGSEdhc2XPnQOcK9CjUZZIj8fjhELFxqxQKDTI7tLT04NlWTzxxBPcdttthMNhPv3pTzN37lze+973Dnrdc845hzPOOKP4wKSSPuHYts3WrVtZsGBBWZMhhamnGtbqgQceyN9etWrVmHKgC5tNNU2b1ixpgNdffz1/e9GiRSxatIje3t6iffY8xkpYq7Vr1/LnP/8ZcKrol1xyyaDf1ZNFR0cHmqahlKK7u3va13AkpnKtcleZAPbff/9p/15e3qx45hXFQl+SAcut8uu702z4axDzUEcEbtqpeMcBGovap78SWep6JVOKe59UGAbUlzFpMr0pTGuvk4u+2zQZSG9mWeO72PAnH3h0jENaCCccm9Dxb9HweafmO4knFfc+oQj4INAdI6G7P0udaxNsfLwdY0U9AD0DCtN0jq+UqZ2TRalrZduK+59RhGPQ1liiHz2SZsea9TTn7tfV8MLDffnHPTX7sqVvIQMxNeVrNdmUJdIDgcCgsdjRaLSoGgbkG2TOPPNMamtrqa2t5eSTT+axxx4bUqR7vV4R5FOIrusVK/yEYip5rQqvoO29995jOs729vb87c7Ozmn/rJ2dnfnb7e3t6LpOQ0NDfls4HB72GKdzrS677LL87f/6r/+itnbqOqd8Ph8dHR288cYbbNmyZdrXsBSmYq0Kr2QsWbJk2r8Xr6mwbAUeD/6QRULp+JVNKJ5CJRR2xvFAW7YimijtUvxUMdp6heOKgZiiowVUifYJgJ3PxmnKWig2GEkMw+SA5W/Hjij0uV7QDeJJRU0A/D5tytJd/F6FYSoSafCbJkagYKDRQAo7aqFnWwq9XkfwJlIaNcHpF6ajrVVvWNE9oGiuL32t7LjC6HQ7mhsW+Xj2tYJBRnMXotDzaxXwV87P7ngp65MsXLiwqBkGYP369YN8pHV1dbS2tk7ZD7QgCFPPeOIXcxR60ish4WXPjHSg4htHn3jiCf74xz8CMH/+fM4///wpP4Zc8+iuXbtIJKo0HmSCqZSM9By+XB3Ma9DW1EFXNg2jIZXESrkJL9U4IKcvApZdZj66reh60a1Qr1NvsGLJIQQDtWA58YuQTXapmbr4RXDiA4M+J7Ne8+jUNLo+b288A0kLZTu+e7+numIYO/ucgUP+cirdCYv6AWet0ppG+xJv8SCjNqdxNJGCphmWT1KWSA8Ggxx55JFcf/31JBIJHnnkEdatW8eRRx45aN/3ve99/N///R/RaJRdu3bx29/+lsMPP3zCDlwQhOklJ9INwxjzpfxKmzq6Z0Y6UFSVrkSR/tWvfjV/+5JLLsHvn/p52IUJLxK161ApGek5/F4nB90yoLWxgy7NmVoUsC2ife7U0YAPeiPVNSBn5xjy0UlYJLcWNo0+z8ErHS2jAfidXot0Buprpr7gWBNwp462toZIZ08SapMWKqPyA40MQyNjV0cMo1KKrbsVgTKNE4nuJHOyvUG7A0E8Hr14kFHbfMCJGC3H7lQNlH1N4OKLL6azs5NjjjmG733ve1x99dXU19dzzz33FDV6nnfeebS0tHDCCSdwzjnncNxxx3HCCSdM6MELgjA9FMYvLl68GI/HM6bXKRTphQJ5uhiqku7z+fIWvkoT6X/729/yvQFLly7lnHPOmZbjkBjGwVRKRnoOn8eJWExnNFpb59GpudbV/s50Pnvb74V4AqJVckEkmVJ09kJNGXF+AMQtAl2uSF8fXZPPR1eGhpYV6UpNz4j5moAjOvHqtLbMozvboN2YzjgCPe2eROlURyW9PwJdfc6ViVJRSrHjuRhGNrFnoMnptenqdQYZGYZJQ5N7RTY49TWKSaXsYOPGxkauu+66QduPP/54jj/++Px9j8fDV7/61aIqjyAIM4POzk7C4TAwdqsLVF4lfSiRDo7lpbOzs6JEulKq6Pfr5ZdfPuaTpfEiIr2YSspIz+H3Ovnb6Qy0ti/IDjRyBE+kx8pnb/u9sCvtVGZLngY5jfRFnHz0jpbynmdF07SGnROVfsMgYW5jnyUHQcIGrw5+A8tW6Pr0jJj3+5xmbDw6bS3z2KmHaQdqrQzxiKI27VpgPKbj9aYMP/500D3gnEzMbSnjOFM2fRsSzM3eteY4UZQ5u0tzSwe6rpOxFKYx80T6zHHXC4IwZUyEHx3A7/fnPd+VLtKhsirp99xzD3//+98BeNOb3sTq1aun7VgK7U7THTVYCRR+B5Ui0r3ZSnoqA23t8+my3CtXiX7Xk65nB+REqsA+AY5Iz1jl+dEBetbFqc+kAVhvWhz65qMxdANSNprPAK9OKu1cgZgWke51JLdmaLTMmUeX5i5If2fGmYiaxeeFnoHKH0LV1e8I6bKIW2R2uJd1ggsCpNIJ+iM9ALS2O1aXRMr5GS/XSlPpiEgXBKFsJkqkgyuGK0GkF1puWltb87cLRXol/CHcs4p+5ZVXTmvGvFTSi6m0plFwvPG1QaeS3tK+gM6Mu072QAaVtAr2hYHY9P+cl8KOboW/TGGmlGLnv1y7zwa1i7fsf6zzWMpGq/OgaRrJtCOWp6M66/OApoNlK/x1tfRqbkj7QK+V7yEAR5gmUhCvYMuLZSl29kCojImwACph4e9xT1Dalvro6nWTXVqyTaPJ1PSt1WQiIl0QhLKZDJHe398/7ckguROFhoaGIh9xTqRnMplpP0aAu+66i3/961+Ak1F/0kknTevxiEgvphJFOjg+51TaqT52pdyZAEY0DQlXpAd81ZHwEk8qOvvG4EdP2cQ3FyS7pF/ikJXvdO5YNlpNNtkl5Yi+cqv0E4HP49hY0hkgaBA13eON96bzVz7AqaQnUhCb/l9NwzIQc67OhMoU0SqeoTninFBFDJPGOSbdfTvyj+eSXZJpqA8xrVnxk4GIdEEQymYiRXphDON0N4/mRHqh1QUqK4bRsiwuvfTS/P2rrrpq2jOtGxoaqKlxusFEpMOrr76av11ZIl3DVlDX3EK/5f4b9sVSqFgmfz/gdURVMlXZ1fTesCP8asqszhK3MHe5lelU/U4a6hxTe2GySy5+cTrwecFrOCJd8+qkvK5IT/TGUclCT7pGxqrsZt/+CCSSlH3Vo39Tgqa0M210d20IXdfY3TM4fjGZhsapGw8xZYhIFwShbHIiXdO0kkYbj0SlJLzE4/F8M2wli/Rf/epXvPTSSwAcdthhRQ3704Wmaflq+pYtWyrCEjSdPPLII/nbq1atmsYjKcbnddJKNK9OqMYgpjkSoCaRhJSNysYuBnyOoKpk0QfOtE2lwCizeqriGVqyudsxTWf5m5x/7ypto0w9n+wynZF+Pg94PG4Mox4qWIxIEhKZQc+p5Ep6b9hpwi0nb15Zil0vuLakWLNzyaS7yxXpLdn4RaWck9CZhoh0QRDKJifSFy5cOO54uUpJeBkqIz1HpYj0dDpdNF3061//esUMjcuJ9EQiQVdX1zQfzfTR19fH2rVrAdh///1pbm4e+QlTSK4ZUXk0WgsHGiWTWCk7n73tyTaYVnLzqFKKNzrHFo/YtzVOa7Y6u8GjeOuBjh+dlJvsAqCYnqZRcGwbNYHsQCOvTqjRPfH1xjKoAnsSgGnkEl4qD6UUO7rHsFZJi/AW12ivdzgivbP7jfy21rZ5KOXMLp1pfnQQkS5UOel0Ol/9FKaGnp4eent7gfFbXaByRPpwyS5QOSL9lltuYcOGDQAcc8wxHH300dN2LHsivnSHRx99FNt2xO5Qg/6mk//P3nuHuVWfaf+fo67p3VM97t0GHLoBY2oIEAI2YEoghbIpu8nvTfKS8KZnN0t2s5sNSTZAkg3ZhFACBIfQm+lgDDa4d3tcpvcZdZ3z++MrHUkzY3uKNJJmns91cXFGOpK+M8eS7vOc+7kfpx1sNghhobykmlaLSjdxGjp9XSHT5xw98cvkATl9XjV0acR+dODQuth7eL+1mznTTlQ/BMJobiuaw0I4bGCzpFf4RXsI1EAjNyFiA43ir3xAbAhVJl7F6vMq+9RIm0bxhtFaYv8IC+qVym+Lt7tMqcUfBIcjPXn2qUZEupC1tLe3M2PGDKqqqvjggw/SvZxJQzL96CAifbj4fD5++MMfmj//8z//c1rWcTREpCteffVVczvTRHo0Kz0QhPLyGtqIWQm6msMJzYix7O3MpKNH2TtG3IgY0mnZHEsH6S/0mj0dRkBHy480jaYxfjFKris60MhKeXk17ZH8wqJgSE0djW8etau/hz+QpsUeg+4+lTwzUhFt+MLkdcdEetWsiEjvih2/0vJqlexil0q6IGQUjz32GIcOHaK/v58HH3ww3cuZNExUkZ7pdpf777+fQ4cOAXDZZZdx+umnp2UdR0Oy0hXxIv2cc85J40oG47SD3Ro30EjvNO/rbw9hxMX6uRzQ1g26nplCva3bQNNG5nEGwBfG3hIzb5fNiesM1Q0z2SUTcrddjsjvZteoKKulzaKOT2E4hL8vZNqTAFxOteZM7CPo6lO9AyNNXgn1BKnwqN6BFqeLnDx1ktLWo9JdiksqsNsd+ALqZMphzwzrXzIRkS5kLS+//LK5vWfPnjSuZHKxa1csui0ZIj1eEEsl/ejENyPeeeedaVnDsZBKOvT29ppX9RYsWJCQtZ8J2GwaOa64GEY9VpH09yRW0t1O8GZo9nY4bHCkbRSpLoDhDVMVKc4GNY3Tzl6kbjcMNDTTjx4IqomrtjTEL0ZxRk4QNE2jvDJxoFFna+Lxctg0gqHMbB5t7hh5qgtAy7Z+3Lry3ncWqvG3oWCQ9l5VUIk2jfqDUFIw9HNkOyLShazEMIwEkR5f3RVSSyor6elMd8l0kR71ogOceOKJaVnDsRCRDm+++SbhsBIVmWZ1iZLvjlTSp9TSGoxd8dB7ErO33Q4l0DOxebS7H3r6IX8UfvSGrfuoDiov/gGHjdLiSGNvUMewa2ayiy+Su51OXA6wRAcaFefTqcXsSX1tIYxg4lUOg8yrpPv8Bh29oxhiFNRp3xH7ZYIV6mB3tjWjR4R7NH4xnSk8qUZEupCVbNmyhdbWVvPn3bt3Z2TDzEQkXqTPnDlzzM+Xl5eH260+waWSfnSiIr26utr8e2USNTU1pvVgsor0eKvLueeem76FHIP8HAiGoaK6btBAo/jEEKtVQ9czT/SBykf3BeLsICNg/bNbTOHTmhf3+ICO5rCalXRdh4I0Cz+nHRyRgUaay0afLS6OMK7RN4rdCj39mfU92N2v/g2NtHcAXxjfkdg/PkeN+sxLiF+cUmNuT0Q/OohIF7KU+Co6qIzrI0eOHGVvIZlERXptbW1SxKKmaaYoFk/60PT19ZnrmzFjxri//nCw2+1UV1cDk1ekr1271tzOND96FLdTwzCgoLScrlDshNvlCQyK9dO0zBN9AC2dBnbbyB9n6AZ9e2PCz1IbVyoP6JBjRbPHZFE6m0YhNnU0mvAScMREuq/LO0ikO+3QkWFhZ939EA6DzTrSLPsw9rbYZZyS6epgtLTFxS+W1xAKG9isItIFIaMYKNJBLC/jQVdXl5mBnQyrS5SoSG9vbycUGjykYzyIniDk5OSY0zOjpFukx4+Zz1SRDjHLS3NzMz5fBpZgU0h/fz/r168HYO7cuVRWVqZ5RUNj+pydNvILHPRZVOU4zxcAbzjhiqTTDu3d6Vjl0QkEVeb2aPzogV4Pxf2x93b1oipz2wjoaAXqjxMMKeGXdpHuiFXScViw5MaiW/ReP8aAgUYuh7InZdKk2JZOA4d9FA/0hSnqVU2jfs3ClHp1bNo6G81dyqbU4guov9NEjF8EEelCFhIOhxMqVlFEpKee+AbdVIh0wzASbEzjSVSkD7S6QPpFerwffawTXlNJvC89mkQzWXjrrbfME8xM9aNDnM/ZAuXFVbRFKpxFAT9hfxiCidnb3f1KtGYKXX1KiI7Gj75p3WvMCKvZ8WGgdm6csjMMtBx1wuIPZobw0zSN3EgPgWa3kFMUF7noCYM38cqHy6EiGD0Z0uwbDBm0dI7C6gJ4m32U+1QlvSU3B1skuaW9JybSyytqzfjFdJ9QpQoR6ULWsWHDBrq7VXmnrKzMvF1EeupJdtNolHQnvASDQdrb24HMF+nZUEmHyWd5yeR89HhMn3NYo7y0hlaLqs46DJ2ejsTEEJdDJbxk0lCjzl4lWu2jSF15+/UXmRr5/ZpcLlwRUW7oamJl1I/uD6Q/Iz1KdOooDgulU1yEIwON8vwhDJ+ecOXDYVcnGJlyvHoifvSRXvUwDIMjH3mxRn7uLVa2JCOs09oTSyQqr6hRDb55I493zBZEpAtZR7zV5TOf+Yy5LSI99aRKpKc7Kz1+jP1APzqA2+3GalVfGSLSj85kzkrPFpEeHWgUDEFZRQ3tCQONQoNEeiCYWc2jR9qMUcX5ARz6sBc7StR2lcRZ2oI6hsNiJrv4I8kumSD88nM0wmHAYaGyvCY20CgQwgioyaNRoo3bmVJJ7+5X/35GnF/u1+nZHzvTMCojKj+g094bE+llFTUEglCUN/AJJg4i0oWsI16kf/azn8VmUx1E8fndQmoYD5GejhjGYyW7gPryi1bTRaQfnclaSfd4PKxbtw5Q74uamprjPCJ9OCKV9EAIKirraNXbzfu87WGMUKLo0/XMiWH0+AzauiBvFFaXxsP7KPLFTiKpiVN2AR3NaQV3TKRnivBz2lW0oma1UF5eQ3tkoFFROESgNwQDmn0tFuj1ZIY9qb1beftHjC9MqCl2ZphTF/HLBGKV9Ny8AnJy89ENyHOn/2QqVYhIF7KKQCBgDnWpqalh/vz5TJs2DZAYxvEg2fGLUdJdST+eSAfSKtL37dsHgMvlytiGRJi8Iv2dd94hEFC2kUyuooMS3vk5saz0tnDcQKPuYEJlFlS6SHdfZnyudvaqE4bRNI2+++pTzLDNNn/Omxb3JP4wWr4dzaokka5DboYIP2dc02V5VS1tWky8drWGMfyJx8uVIc2+uq4afEeTumJ4Q+R0xs4Mp8xWT2IEwrR3q3+vZRW16LqBhYmb7AIi0oUsY926dXgiY4LPO+88NE0zK7r9/f1pjfCbDERFemVl5aAElLEgIv3oGIZhVtKnT5+OxZK5H9uTVaRni9UlSp5b2RDKKmtpDe03b9d7g4Ni/VwOaOsmIwogHT0GBmAdhQ3l3TeeYZZRYv5cPTem7IyQAQVKDRuGgaalv2k0itMBVouasuoqLqBD6zPv6+7UwT+gedSpTmTS3ezb6xn9CZXhDVPWp2xY3TY7xeXqanlPTyf+gBLv5RU1BELgyIAG31SSuZ/2gjAE8VaX8847D4DZs2PVEfGlp46+vj6amlQVI5lWF0i/SD9WRnqUqEj3+Xxm1XQ8aGpqMuMMMznZBaCoqMg8eRORnrnkuTV0Ayqq6mgLxD4zbX3BwZVZh2pE9I3fP/khMQyDw22jq5oG/D42bniD6WrQKK1OF3lFMR+GZhhoOUoIqqbUzGgahbis9BBoTit9No95n7cziOEJDto/E5p9u/vVxNrR9A907vVSGFK/V1tBLMu+qTP2mVJRWWcmu0glXRAyhHiRvmLFCiBRMIpITx2pil+E9Iv0kVTSAXp7x29iSLb40UFZKaLV9IaGhoyovqYan8/HO++8A6iTqPirCZmK0wGGAUUVU+gM7jBvd3kD4E3M3nY7M0P09Xqgq3d00Ysb33+VcutSXIY6AWmPM5wbQR3DZkFzK5HuD2aW8Itv9MVhIeCIiXRflxejN/F4Oe0QyIAYxs5eA4sWa2YdLkbYoHlL3IlIaY55e0Nb7Dto6rR5+AKQ6x5FY2oWISJdyBo8Hg9vv/02oPzQ0SQJEenjQ6qaRkFVYO12dbk5G0T6eFpeskmkQ8zy4vP5ElJzJirr1q3D71eKKBuq6KCEnwbgsFBYkENP3EAjw5M40Mhu0wiG09882tmrhOdorA3r3nyGGe5l5s+hqrhJo/7woKZRp2N0FeBUEN/oq9ktaDkx9a33+tUAqrhmX4tFwwA8aUzkMQzlR3eP5kTHF6a/IbZ4a3XELxPUOdiRKNL9QSjJH+NiMxwR6ULW8NZbb5k2g6jVBRIFoyS8pI5UinRN00ybSSamu4CI9OEy2Xzp2WZ1AVVttdkghIWykmraIs6PoqCfkDcEAywvFqDPm96rIm3dyis+0soswLtvPsNM+zzzZ/fUOPXo1yHPhmZXcsgfUPGLo3mdVKBpGrmuWCU9pzh2bOz9kRjGAQkvmpbehBePT9ld8kYp0i2tsTPCwmnRZJcwh1oTRXoorCIqJzIi0oWsYSg/OsC0adPMZjqppKeOVIp0iInjlpYWdF0/zt7JJXpiYLfbKSoqGnKfdIn0aLILZIdIn2xZ6fHTj7NFpEctFIEglJfV0GZR/l+7YdDdEhrUjOiwQ/v4hxqZhMMGh1tH14R4uGE3hxp2MVOL9ZpUzY09kREMoxXGIlQCISjOsOpsNI0Hu4WyKS6iRyfPH0YL6oNOqlwO6Ejj8eruB493dJV0wxsiv1uJdB2omhm5pBHQORixu9jtDiprpmMYmWNLShUi0oWsYSg/OoDD4TCFgcQwpo74qxTJjF+MEhXp4XCYjo6OpD//sYhW0isqKo5aQcuESnqmN47C5KqkBwIB04JXV1dnxsFmOk472K2xGMZWYj0WPa1hDN/gcfOdvUosp4PufuVJH40f/d23ngFgZlBdLuiyOyieYovtYGA2jQLoBuS4Mqs6m+vWCIUBu4WK8io6rWq9xYEQBhrGgJMqpx16PBBKU8JLdx+jTuEJdoeoiCS4tbhyzKmwIX+AQ81KpNfWz0E3LNhtItIFISPo7u7mvffeA2DhwoWDLAnRhJeenp5J4YNNB9FKellZ2VGrzWMhXc2juq6blfSjWV0g/SK9vLw8qbGXqWIyifT33nsPr1dV/ZYvX54xFonjYbNp5LhUJb2iopa2uIFG/R3BQfYJtxN8/vQ1I3b1qnQZl2N00YsVrqXk6+p3ai2MaxoN6RDXNGoYmZm7HfXHaxaN8so62qyqcl4YChIM6hi+wc2+6TxeTR0GzlF6+pu29OGMNPh2FcXOypo6DhKKJL5MnTYPf0D1Dkzk+EUQkS5kCa+//rppgYi3ukSR5tHU4vF4OHz4MJAaqwukT6R3dHQQDocHrWEg6RDpPp/P/Ltng9UFJpdIj/ejn3vuuelbyCjId6tKetmUWlrDjebtwd7w4MQQh0p46fMMfJbxoaXTwG47/n4D8Xk9bHx/LTNzzjFv80+JaxoN6OCwQKRaq0bYZ078YpTBA42U+rYAXd3AgOPlsIMvmJ7mUX/AoL1ndH50IxCmY2ds0aGKSLKLPjDZZa5K4XFk3rFKNiLShazgaH70KCLSU0u85SI+lz6ZxOeTj6dIH05GOqRHpO/fv9/czhaRXlNTY1aUJ5NIzxY/epT8HAiGoaKqlvZgrHfA6Ath9AYTbINWi4ZhQH+aEkNaukbnR9/4/loCfh8zHYvM2xx1cU/kC6O5rWgOJdJ9UZGeIckuUZwOsFkhFDbIKSmkVYt9/nS2Ro6Xnni8dD09x6vHo+I6c0dxvOgPETgSW7SzNto0OiDZZfp8fEEoylVpNhMZEelCVhAV6ZqmDfllKAkvqSXVTaOQWMUez4SX4SS7QHpEerY1jYJqvq2urgYmtkgPBoO8+eabAFRXV6ekTyOVuJ1KeJdXT6U1sNO83doXUB7nAc2Imgbd/enxOPd5R+dHX//28wDM1KrN28rnxE0aDepoRbFSbCCorC6jtWqkivgeAuwW2q2t5n39TQGM4ODJoxYL9KchkaenD0I62KwjF89GfwhHRyzZpXRGnEgfkJEeCGZeg28qEJEuZDxtbW18+OGHAJx00kkUFxcP2kcq6allvEX6eFbSM1mkZ1vTaJSo5aW5udmcljrReP/99+nvV6PLs8mPHiUqRAcONHJ7AhDUh/Slt3eP5wpjhMIqr32kfLThDQBmhNQv22+1UVEb5x0xQMuL+Wh8GRa/GMVpB7tdJc/gsOBxxooYemu/su34BifydI7fzDWTtm4Du/X4+w2F0RWguFd5qnwWCxV1kWMVTBTpddPmYhiqoXaiIyJdyHjiI86GsrqAEjDRD1YR6clHRHr6RXq2VNIh0Zd+6NChNK4kdWSz1QWUn9diAcNmpagwj65IYki+z48WNgYlhrgdKmElEBz/6uxoBgv19/WwZ+dGihyzKAsrz3Zzfp5pjzDCBmiguWOKMhiC4vzME37RgUbByEAje1GneV9Olw9NB2NgDKMdOvtA18f3eI3WmmSEdPoP+ajwq5P65txcrJFqvB4IcbBJXSGfUjkVpzMHTZv4fnQQkS5kAa+88oq5fTSR7nK5TGEgIj35TGSRnsme9GwV6ZMhKz2bm0ZBVWcdNgiGtchAIyXmigIBgmFjUGXW5QCvf3wnj3p8ak2jEX1bN72DruvMzI19Z3gq4ptGw+C0giux7JuJwk/TtISs9IqKQtoiJ1VT+n2EDWOQ3cXlVFcGxrt51OOD3NGk4/SHaNwVi6PpK4kdq66+dnr7uwCoi0waddgnfrILiEgXsoCoH91ms3HWWWcddb+oeOzs7Bz3nO2JTlSkFxcXU1JSkpLXKC0tNYdSSSVdERXpNpuN2tracXnNZDDRE15CoRBvvKGsFFOmTGHOnDlpXtHIiQ40CoYiA400Nc3ZikFnl47RG0zY3xGxW/SPo0iP2jVGE4m4aWPE6uI4wbzNVhdnbPfraK6YSNd1A43MaxqNkudWnnkcFqrKptFgU1cH8sMhevoYlMjjsiuRPt7No/4QOEcRlWn0h+g5FJcZWanOzAzd4GBrrEg0dXok2cWeeVGZqUBEupDRHDlyhO3btwNw6qmnkp9/9E4R8aWnBr/fbwqtVFXRAaxWK2VlZUBmivT4jPLxEOmGYZiNo9OmTcNqHaXRMw1MdJG+ceNGenuVgsxGPzrELBSBEJRPqeOQEZsv0dGkYhjjE16iv+N4VtJbutTrj2YozqaIH32WJfZvsXRmrPRq+NWk0ejv5Q9GcrczVPjlujXCOmDTqJxST4MRy7Zvawxh9A1I5LGqhJfxrqRbR6kqjZ4ARltMpOdNjTWNNnTGrijWT5+PL6DSYxz27HvfjRQR6UJGMxyrSxRJeEkN+/btMz/8UynSIWaTOHTokCmCUk1UpGuaZp4kDIXFYjFPEsdDpLe3t5t/g2xqGoWJL9Kz3Y8OiRaK8ooaGkIxIeRpHjrhxW6Dzt7x8Tj3egz2Nx5/v6EIBgNs2/wuADN1VT33axYqp8f5I3QDLT/WROoPKgtQJtpdIJaVrmkaVbXTORiO2cj6oscrqA96XN84JbxEve+jsaAYYQOjI0BOV+wMcMqsyBMFdQ62xVXSI8kuJZMg2QVEpAsZzvHy0eORSnpqGA8/epSTTjoJUFXkaKJPqol60svKyo5brY5aXsZDpGerHx0mvkiPb2bPVpEOMQtFeWUtB/zvm7drrb4hE0NcDmjvIaFimyoamg16+kf32F3bN+D3ecmxTqEqqGw7TXl52CKVV0M30DTMSaMA/gyvzsYPNCqsmEJjeLv5s9HmjxyvRJGe44J9jeMTxRi9wjIqP7o3RLg/SEWfOuCddgeFpZFjE9A52J4YvxgKQ0FuZh6nZCMiXchooiLd6XRyxhlnHHNfEempYTxF+sc+9jFz+/333z/GnsnBMAyzkn4sq0sUEenDo6ioyLQHTTSRHg6Hef311wF1YrdgwYI0r2j05EUsFOWVdRzsf52oxMvv8qDpQye8ePypt1B4/Qa7DkFB7vH3HYpNG9TxmZF3oXlbX3nipFHDYYW4ZBd/EIpijraMwxU30MjituF3xCrp7k4vWmjw8aoogpZO2LzPSPmJVfSEajRJPEZ/iK6mEHmRFJ62uANvBHUONqvvoNy8QopKVHN/ptqSko2I9KPQ09OD1zuO5jthEPv27TMnLi5btgyX69jvyvhhIiLSk8d4ivSlS5ea2x988EFKXwugt7fXzPEeiUjv6+sjHA4fZ++xkc0iXdM0s5re0NAwLpXX8eKjjz6iu1sFhmerHz1KNCu9omYqfr2bRpuqXlb09xPSBye8uJ3g86e+GfFQi8pkH+2wmk0b1ZCpmc7Y54lWE980Gk5oGgUyvjrrdER6CIKAXaOoyE5nJOGltLcfQxuc8GKxaFSVwY4GOJjC+XCBoMH+RvUeH837wegN0nQg1qjsjzuh8vr7aW49CCg/ejCk4bSPLvEnGxGRPoD777+f6upqCgsLefbZZ9O9nEnNSKwuAG6320zAEJGePMZTpC9evBhbRCiMRyV9uPGLUeITXvr6+lKypijZLNIhZnnx+Xy0tbUdZ+/sYSL40aO4HKCh7BNWi40Gq1LfLl2nrXVwwovVqhEKp7Z5NBgy2HHQINc1uoZRwzDMZJfZtljhpmhG3KTRgI5W4EAb8PyZHOnntKuegGgMY2VxHQ1WVXkuCgXp6dYxPIMLB7kuDasVPtxtmJGWyUTXDT7cbbB3lP0DhmFgtPvxHY6d+TmnqxMqQzc40h77HJw6bR79PnWyOJoJtNmIiPQBuFwuGhvVv7YdO3YcZ28hlYxUpENMRLa1tdHV1ZWKZU0q/H4/69atA6CwsJDy8vKUvp7T6WTRokUAbNu2DY/Hk9LXG26yS5TxjGGMJrtA9jWOwsTNSn/66afN7WwX6U472GxgWO2UFlVywIi9H9obQxi9wUFXQSwWaOtKnX3icCu0dkFZ0egef3D/Dnq6VPLJLF2V4oOaRvWcOAUe0tEKYibvcNjAYsncplFQAj0ag6k5rFSV1dOgdZn3tzYPPqmKUlUSsb3sTf5x29FgsHkfTBltMq8vjOEJkdcca0CoWRRR4EGdho44kT59Ll4/lBSMbgJtNiIifQBz5841t6PRf8L4YxiGKdLz8vI4+eSTh/U48aUnl6eeeorOTjXd7rLLLhuXS/tRX7qu6ylvHs1kkR6tpBcVFVFcXJzS10oFE7F5tKWlhZdeeglQJ06LFy9O84rGRjQrPRCE8tJqDgRjqVj+loCaYjkg4aW8EHYehMb2gc82dsJhg12H1Fh5m3V0nzUfRfzoLkspNQGV/d6Um4vTqeSOYRhoaIP86Jmeu61pGnnuaCVdo7KsfkDCSxA8IYzQ4IQXi0VjSglsb1BWomTR0GzwwU4ozIUc5+iOl9EXItgToiaSZNXidFE8Ja5pNEGkq/jF8qLJIdBBRPog4odSSCU9fbz77rs0NTUBcM4552C324/zCIWI9OTyxz/+0dy+6aabxuU1x9OXnqkiPRgMmsI2G60uMDFF+mOPPYauKxF07bXXZrUfHSIWCmskhrG8lgO+98z7rG3eIRNe8nI0DJR9wudPblW2qQOOtEPFGM5Jo370GXkXmgKnpyyuIzSgYzg0tDiR7gsoz3emDjKKYk4ddVipmlJPg3+zeZ/e5scIhAcdryh5bg2rBT7ckxzbS1uXwXvb1BWIkoLRvw+MviAH9wdxGOp91V4e+4wloNMQN8iorn4umgYFk8TqAiLSB5Gbm0tdXR2gKukTqeEpm4gXh1dfffWwHyciPXm0t7fz1FNPAVBVVcX5558/Lq8bL9JT7Usfiyc9lSK9oaHBFIMi0jOHhx9+2Ny+9tpr07iS5GCzaeS4VCW9umYGhz1vEUIJroJowssQoq+6FA63wfaG5H0/GobB7kNq6udYYhA3R/zoc92nm7dptQMmjToTk128fpW7bctwC0WuS6XxaFaNysppHPS+bd7n6vSqnHT/4Ep6lMpSaGqHLWNMe+n3Gry33aDXA5VjHEBtdAboPhCI/VwfO6EyQro5bdRms1NSPgOnY/L40UFE+pDMmzcPgK6uLlpbW9O8msmH3+/noYceAlQz6MqVK4f92NmzZ5vbItLHxsMPP0wwkjF8/fXXj9vEyxNOOMF8rclaSc/2plGYeCL9yJEjvPbaa4C64nrCCScc5xHZQX7EQlFTO5OQ4eWwXb33KrwegqHBiSGgGkjLi2DLfmhqT45Qb+1SCSTlRaN/jrbWIxw5pN478xyxq+LFs+JUXSCMlm9HixuN6Q9CWRZYKJxxlf6ckkJ0ewc9FnW8ins9gDYohjEeq0WjMmJ7OTxKaRMMGazfbnCkDeqmjC7NJYrhD2P0BrE1xXqPSufHkl3CoRCHGlVGes3U2QTCNnKckyfZBUSkD0m8L10sL+PP008/TUdHBwBXXnmlOeVxOEgMY/JIh9UF1InZ/PnzAdiyZYsZkZgKMlWkxzeNZqtIr6mpMb/AJ4JIf/TRR83q40SwukTJz4FgGGrrVYHjgEUJJrth0NwSPmozYmGuRjisbC+B4NiF+t4jBsEQuEfpbQbYtOENc3taSCm5oKZRNTumbo2QgVYY93PkmGZDdTY60MgwDMixUlVcR4NNVc5Lg376+8IYvtAxnyMvR0ND2V68I7QrRZNcdh+GuorRpe8k0B9C94So7FSfpR6LlepZ6tgYukFL50GCQT+gkl08PigtzPwrHslERPoQRCvpIM2j6WAs4jA3N5eqqioAdu3adZy9haOxa9cu3nnnHQCWLFnCkiVLxvX1o82joVCITZs2pex14kV6Jtld4ivp2ZjsAmC326murgYmhkifaFaXKG6nhmFATVSk60fM+7oaQxg9gxNeolSXwaFW2H5gbCK9o8dgf+PoE12iRKMX3dYyqv1K3DXl5iU2jRpGgtUlEFT549lQnXXaowONVMJLZXEdB7Vu8/6WJh16jy3SAarKoLENtu4fme1lR4PBpr3KNpOMyaxGf4jWpjBFQWV3OVJcEBPgQZ2GrlixYuq0uQRCUF44eQQ6iEgfEqmkp4/29nb+/ve/A1BZWTkqH3TUl97S0jIukyEnIvEnSp/+9KfH/fXHq3k06kkvLCzE6Tx+/prYXUZG1PLS3Nyc1cPhDh48yFtvvQXAwoULWbhwYZpXlDyiForiyipcjhwagjvN+wLNfozA0X3ONqtGaSFs2QctnaMX6vsbDfr9kJ8zNgEWraTPyLsormk0btJoyMCwWdDcNvMmb0ClumSFSI8MNErISg8fNO/vbQli9Icw9GMfi6jtZdt+ODLMEQYHmw0+2KWSXHJdyRHKRpef5n0xP7qvJu6qeVDnYFxGet20eWhadlzxSCYi0odAKunpI94HfcMNN5iDbUZCfPPonj17kra2yYJhGPzpT38CwGKxcP3114/7GqKVdEht82i0kj4cqwuMv0i3WCwJ3u5sI95+tnPnzmPsmdk88sgj5vZEqqKDimG0WEC3Wqgun85+3zvmfbZ235AJL/EU5Wn4Q8r2EgyNXKj3egz2HFaNm2Ohr7ebvbs+AuCEwhXm7YlNo5FJo3GVdI8PCnKTUxlONdHIzGAINKeVKaX1NAS2mveHW/3Kk34MX3qUo6X06LqyL/V7Dbr7DNq6DA42q0ZRjbElucRjhHSM7iD64djJe+7suBOqgE5De8yyWlkzD5d98on0kSugSUBNTQ25ubn09/dLJX2cSUYFd2DCy0knnTTmdU0m3nzzTdMTfcEFF5iWhfHkhBNOQNM0DMNIWSXd5/OZQjtTRXpdXR0OR4bnwh2D6GAqgM2bN2dts+VEtbqAslA4bBAMa9RUTufNw88ScGs4DIPCHg9aWCW8HEua1ZRBQwvsPGiwcPrIRFxDs0GPB2aM8WNm66Z3zESkmZbpgLJ9JDSN+nUocaDZ45pGA1BRNLbXHi/sNg2nw8DjA1xWKiumctD7v5CrEtAcnT4IGur3HMaVgeoy2N8Ib2020A0Df1CdAITCENYj/49sWzXVKJo0+kMY3jBFrSofPQxMXZw4FfZga6zIVlI5lxx3dlzxSCZSSR8CTdPMvPS9e/fij3jbhNSyc+fOBB/0aL/QJeFlbKTb6gJqgFX0itamTZsIBALHecTIGWnTKIyPSO/q6jIHSGWz1QUGi/RsZM+ePbz3nsoPP/HEExNmaUwEXI7YuPnqmpnohGiIiNgKrxd/QD9uZdZu0yjOg837VH72cPH6DXYehMK8saWEQCx6EWCqX9Ufg5pGdXzTaDCMVpg4c0Nn7Dab8STPpaaO4rRQVTWddv9W+uMSXjTdOGbCSzxWi0Z1mRpM1dalrirouvr3kOuC0gKoKoX6KTC1Uktqs7TRH6K/K0SVR00abczNIycvLkHMMDh4RF19K6uowbDkU1agkoUmEyLSj0JUIOi6LpaJcSJZaSKSlT56fD6fWTXMzc3lyiuvTNtaor70QCDAli1bkv78I81Ih/ER6fHJLtnaNBolXqSn4hiOB/FWl9WrV6dxJanBYVfV9EAIamrVZ2eD1geAFYOmpqOPm4+npEDD44OP9hiEhml7OdQCHT1jt7oAfLQh1jRa6VeJUE25eTicMZmjGVqCHz0YUtNN87LIQpEXGWikaRpT6qehaRoNNvX3Lvf78HiObU8aiNupUVOuUVmqUV6kUVKgUZirkefWcDk07DYNy1hTXIbA6A5wcG/IFKHdU2L/CAzDoKe/g55elfJWP30+wVB2xGQmGxHpR0GaR8cXXddNkT5WH3S8D1YSXkbG3//+d7q7VVrAypUryc3NPc4jUkeqhxqNppIeHweaKpE+UZpGQTWO5uWp4STZWkmPt7pcc801aVxJatA0jfwclXJSU6s+Ow/oh837u5uCx0x4iaemHPY1wu7Dx983GDLYcdAg182YRWAwGGDb5ncBOKH82ljTaHniYBzDpqHlxES6xw9up8qKzxZynBoRVw/O4jxKCyo5qMU+i5qbwhj9x094SSdG2MDoDOA5FIvXtU2P+64J6hzojBVH6+rnYpmETaMgIv2oSPPo+PLGG29w4MABAC688EIzRnE0FBQUmJVRqaSPjEywukSJbx5NhS99NCLdbrfjdqtvdBHpx0fTNDMJZd++ffT19aV5RSNjx44dfPjhhwCceuqpWX9l42jkRQYa1U6LxDDGNSOGWiIJL8OozjpsGkV5sGkPNHcY9HpU82FHj2pAbOk0aGo3ONJmsOuQGmBUVjj29e/a9gGBSPV8Uf7Z5u0DJ43isAyaNJqfA64xZLOPN674FhVXJCs9fMi8qac5hNE7vJOqtOEJYXhDuJtjnweVixObRg91xD4HK+vmqZOpSSjSpXH0KEglfXz53//9X3M7GYNzZs2aRUtLC42NjfT396e1IpwttLa28vTTTwNQXV3NihUrjvOI1HLiiSea25lSSQd1Euj1ekWkD5NFixbx7ruqyrl161ZOPfXUNK9o+EzkhtF48twaYd2gtLYOh83Ffu9bkPNJABwdkYSXYTYjlhZq7Dti8MoGA0NXnm9DB90Aw4j9X72uinEcKx9teN3cnqpXASoxpHhm3IL9kUmjjphI9wXGNuE0HTgdoBHJfHdZmVI6lYbu7aCpwmK4zY/hC6sGUkfmnHwEgwHefeNp5sz/GGWUEfaEqelSTaMddidTquPkaECnoSNWSa+omkeOS/nkJxtSST8K8c1BUklPLV6vl7/85S+Aahj81Kc+NebnlBjGkfPwww8TCqnLpDfeeCNWq/U4j0gthYWFZhPwhx9+aEZzJovReNIh5ksXkT48stmXHi/Sr7766jSuJLVEs9ItOXaqy6fR6tuIx6LkQXFPv5nwMlzqK1XVsyhfNR9WFKskkdoKmFYJM6o1ZlRrVBQnR0Ru2vimuV0dmTA/uGlUT5g0Ciq5pCgvc4TscHDawWZTU2JxWakun8ZB7zrzfnvH8WMz08Gvfvr/8Z2vXcVXblmOr72HwwfDuHW1xpbS/ATLk0p2iV0FL6mcx5SSsduishER6UchJyfHzCfesWNHZl86ynL+9re/mYJn1apV5OSM/ZqWJLyMnEyyukSJ+tL9fj/btm1L6nOPpZIOSqSn4nMh2jiam5tLWVlZ0p9/vIkf/JNNvvTNmzezdauyfSxbtoy6uro0ryh1uCLVWTSoqVYnhg2Rwma534fHOzLRZ7Fo5Lo03E7VfOiwa9isGlZLchNCQPUzbf5QifSyvJlM8asqemNeYtMouoGWF6vWhsMGVmv2Rfo57bE0Hs1hobKqnlbfRnya+l2Lej1ooeEnvIwHPq+H5578AwBNR/bzxst/paMhlpoXnjqwc9jgYKP63s7JzSevsIri/Mkn0EFE+jGJWl66uroSqm5Cckm21QUk4WWk7Nixg3XrVDXmxBNPTKh+ppNU+tLHKtJ1Xcfj8SR1TeFwmP379wOqip5sQZMOsjWGcbJYXSCxOhtNeDkQ14zYdCSM0ZfcK1nJomH/dnq62gE4vfpmU9T0lsU1jYYNsGhoA/zoOc4sFOnxU0eBqqkzMdA5GBnGVObz4h/mQKPx4t23nsHni31WPvP6A1iOxH4umhsrzBmGQSDgo6lF9ahNnTYfi0XLqubeZCIi/RjEN4+KLz01NDc389xzzwFqcMvy5cuT8rzxIl0SXo5PJlbRIbUJL1GRnpOTYyaQDIdUxjAePnzYtPVMBKsLQGVlJSUlJUD2iHTDMHjooYcA1fy6atWqNK8otUQnWQaCUD01ItLDDeb9vc3DT3gZbzZtiOWjz3TGTuotdXFXZANhcFrBnZjskuuGnCzzOauBRnEivT5y5cOMzYTmRh3Dkzki/dUXHk34eePuNylrU5+dfs1C3QJn7M6QwcGu/ea/teq6ueS4JmfTKIhIPybxzaPiS08NDz74IOGw+jC58cYbsViS808yPoZRKunHRtd1/vSnPwFjj79MNvEiPZmV9EAgYP67iNrahksqRfpE86ODErnRavqRI0fMQU2ZzIYNG8x/H8uXLx9T2lQ24LSD3RpJeJkeTXiJ9Q+Y4+YzzOcMiX70Kf5ic7sooWlUV1X0OPuL1w/lhWMfopQOopGZAKXVtditDg7qR8z7u1tCw8q2Hw/8Pi9vv/73hNtKnPMpDyi7y+HCfOxxE2AJhDkY3zRaM488tzqhmoyISD8GUklPPfFWl2RWcIuLiyktLQVEpB+P+PjLiy66iMrKyjSvKEZxcbEZe7dx40bzhG6sbNmyxZxiGm+pGQ7xIr23tzcp64kyEUU6JPrSs6F5NN7qMhEHGA3EZtPIcUUq6TNVaMIBT6xC7erwxsbNZxibIskuDruLKRFLTlDTqJ4V1zTqV5NG4wV5WIeiLPU557sjU0cBa46diuIaGoKxQmKgLQDeEEY4/cfr3TefwedVU0VPO+sTWCxW5uddat7vqR7gRx8Qv1hWNZeKouw8mUoGItKPgcQwppbNmzezYcMGAE4++WTmz5+f1OePWl4OHTqE1+tN6nNPJFJ1opQsotV0j8eTtPdhvHVmLCI9lZX0iZTJnU2+dMMwzCmjVquVlStXpnlF40N+JCu9onoqdpuDzsAOeiLj5kt6PSNOeBkPWpsP0XRkPwCL6s6lwnesplF77EfdQNOyz48exe3UzBhL3FYqy6bS4H3PvN/e4cMIhMGXfpH+6osxq8tVK7/EKfNWsMBxknmbe2ai1dAI6Bxsj1XSp9TMn7RNoyAi/ZjU1NSY+dpid0k+8T7oZDWMxhOf8BIvfoQYqYi/TDbxIjpZvvT454m31AyHVIr0aLILTKxKejaJ9HXr1pnNu+eff/6ESNgZDvk5qnHUarVSNWUaAAfsSuSVBP309GVerF+81WVx8ZVDN41GBLkW50f3BsDtyF6fszN2voFmtVA1ZRrN3vUEItXmwh4PBIy0N4/6fV7eeu1JAAoKSzhp3tl8fOm1zDfKzX1qFg84UzKgoUn1kVmtNiprZmbtcUoGItKPgaZpZjV93759+P3+4zxCGC7hcNj0QdtstpRcUpaEl+Pz5JNPJj3+MtmkwpceL9JPOumkY+w5mPGqpE+bNi2pz51OssnuMplSXeKJr85W16iengPE+gdajoQyLuFl88aYJadai9lTE5tGdQynddCkUXcWD8eJH2gEUFk7HZ0Qh2xK0pV7vQQDetqvfKx761nT6rLs3Cuw+uCEqSuYGVDrPmi3Ydhi/8YMw8AIhzl4WIn0ypqZFObaRaQLRycq0nVdF6GXRF5++WWOHFGNLpdccgnl5eXHecTIkYSX47NmzRpzOxOtLpB8kR4MBvnoo48ANbQsXnQPh/EQ6dXV1bjdWXotfghKS0vNXodNmzZlZEpIlCeeeAIAu93OlVdemd7FjCPOuDk/tVPVVciG8AHztt6mSMKLnjnHLlpJ1zSNYk9MyRXPGjBp1GkFV6JILyvI3uE4LkckKz2iwatqlTWuwaIEsQ2DlqZw2kX62jiry/ILVqG3+mg6rGFD/RvaaunixbcfiT3Ar9PsbSQQ8AFQXTeP/FxwO5m0iEg/DtI8mhpSbXUBqaQPh/feUz5Gp9PJ2WefnebVDE15ebk5SGbDhg3o+th8llu2bDGvio3Ujw6pE+l9fX3mPIaJZHWJErW8tLe3Z+zciX379pmWo2XLllFcXHycR0wcXA6wWNSQn5pp6rNzv+9D836jLZLwkiH5257+XvbuUifb06vmU9qlcrcDmiVx0qhfTRrV4gR5IASlhdkp0CGSxmOPJbxUTY3EMOpN5j5dzSFI45UPv8/L2xGrS35BMUsXnYvRG6T3QMyRsC20lWdefyB20t4f4mDvfvP+8up5lBdN3qZREJF+XCSGMfn09fXx2GOPAVBUVMRll12WktcRkX5suru7zSsMJ5xwAna7/TiPSB9RMd3b2zvmYxlfjc8kkR7vR59ITaNRssGX/tJLL5nb559/fhpXMv447WpITiAE1dMilXRvzE6S0+lRCS8Z4kvftnmdecK+sPocKiNNo015uYmRfrqOVhD7bDMMA43sbRqFxMhMgKppyp50MLjT3MffGsDoC6Xtysd7bz+H16Oy25edewVWL2i+MI7GPnOfrf3Pc+DIDrbvVZ/Jhj/Mob7Y5+CUmrkU5U1egQ4i0o+LVNKTz5o1a8xJjddccw0uV2qMgSUlJRQVFQEi0ocimqwDoxOr40kyhxqNJdkFxkekT+RKOmSuL30yi3TTQhGK2V16gw102JTALe/1YAR1jAyJYdzy0Vvm9vTcC83t3vIBTaMGCX50X0D9rtks0m02DVfcQKOCigrczlwO+mKfbbZOH0ZAh0B6jle81eXcC6/G6PQTBqo61Gdmr9XG4UjM5zOv/wkjqIPdwsGWWLJL3bT5k9qPDqMQ6Z2dnXzlK1/hrLPO4qqrrjJHiR+NI0eOsGzZMn70ox+NepHpJD4hRER6cvjzn/9sbt9www0pex1N08zj19DQII2/AxirWB1P4tc3Vl/6WJpGIXUifaJmpEeJbx7NxEq6YRi8/PLLgEo6Ovnkk9O8ovHFYVcV2kAIplROxWpVaSgHIwkv+eEg3T2Zk/Cy9aN3zO3SUL25bakd3DSq5cQlu/iVxzmbRTpAXk5MpFusFior6jnifYcQqvJc0O1VAj0Nxyvg95lWl7z8Ik46aQVGu5+mVsgPq0UfKc7H7VTpeWvX/RVvZw9aro2GI7GrATNmzKVARPrI+MlPfkJpaSkvvvgiX/nKV/jWt75Fd3f3Uff/z//8zwTLSLaRk5NDfb36ANi+fXtGNzxlA62trTz33HMA1NbWctZZZ6X09aKWF8MwEiqVQnaJ9GRV0kOhEB9+qHy2s2bNorCwcMTPISJ9dCxYsMDczkSRvmXLFtMrv3z58oy2f6UCTdPMSZZWm42qymkA7DdazX1ajoQwegJpWmEMXdfZ8tHbABTllZHbFbNEDGoadQ1uGi3JV9XobKYgJzbQCKCqajphw89hu/pdK7wewv6w6iMYZ9a9/RyefjXo7axzP4Xdr2H0h2jbFyuUBesKOPc01Zjt8fXx2ntr0MpcNOxXtuKikiqqphTicmb3cRorIxLpHo+HtWvXcvvtt+NyuVi+fDkzZ87k1VdfHXL/t99+G8MwOO2005Ky2HQRPcno7u7O2IanbOHRRx81p0Zed911WCypdVxJwsvRiYpdp9OZUOXMRCorK83R7B988MGoT5a3bt2Kz6eSA0Z7YiIifXQUFBSYBY8tW7ZkXMFjMltdouS5Y9XZ6rpI82gwZj/wNAfT6nOO0rB/O329XQAsrPsYxZ0q1WRw02gYrSixadQfhLKi7Bd+CQONgKrqaQActChvvt0waG0Op6WS/uoLcakuF65C7w6AbqAfiPnRC+bkcsnZN5o/P7v+IXqsvXR1qpPCqrr5VEyevu2jYjv+LjEaGhrIyclhypQp5m2zZs0aclBMMBjk5z//OT/96U956qmnjvm8gUDAHNFtLsxmw+FwHOUR48vcuXN5/vnnAfUln4q4wPEg2mQz1nSMsRBvdVm9enXK1xIvdnbt2pXW330kpPpY9fT0sHOnuqy4ZMkSrFZrxv9tli5dylNPPUV3dze7d+9m5syZI36OaJpN9PlG8zvb7XbsdjvBYJCenp6kHavo56jL5aKioiLjj8doWLhwIQcOHKCnp4eGhgYztWe8ONaxevHFF83tFStWTMi///HIcxmAgYZGTf1MeAcO+DeA7RS1Q7sPwiG0QBDNNSL5MCo09IT/R9nyYWyI0fy6s6lsVj1OjXm5zHVpEIn40yw6lkJrwuOtFoM8t4auZ7dQd9gMrBZ1rACq6iIxjHoToN5Xna1hanr9YLhTnpAS/RsH/B7eeu1vgLK6fOzUFbC5D0uOhZJWVV0PoTH1BCdO11KmVs+h4chONh94j3c+fMZ8vqraORTmGBP6fTicIuWI3mVer9ecwBklNzd3SLvLAw88wLJly6itrT3u8/7+97/nN7/5TcJtV199Nddcc81Ilpcy4ifOvf3221k/ZOTgwYNped3Dhw/zxhuqUWTWrFkUFRVx4MCB4zxqbOTlxZqI1q9fn/LXSzapOlbvvvuuuT179uys+LvEn3A9//zzfOITnxjxc8Rf9aupqRn1752Xl0dnZycdHR3mMRrLsTIMwxTpNTU1aXuPppr474OXX36Zc889Ny3rGPj3DYVCrF27FlAN5/n5+Vnxnkg2LuCcSFbC4rml/BVo6H8NCm8DIL/Hw8zLA8CRcV1XXdGhhJ/3b3vB3J4373RYr8r//mk5TD+7d8Cj2yP/KaYWge6FiXB4z4nlWnDCEmXdawjtJirSNcPH9LN6gYF/k9Sxf9NDptXl4ovOZ1ZFM5wH7YcNqryRk6miPC66SF39uPEzq/jxj38MwB9/9z3zec4+eQoEGibEcToaw0nxGpFId7vd9Pf3J9zW398/aEphS0sLf/vb38yJksfjs5/97KAGwkyqpJ9xxhnmdmtrq3nJNtvQdZ2DBw9SV1eXcpvJUMRP8rvpppvG5WQnPud47969WXPsUn2sHn/8cXN7+fLlWfF3Oe+88/jFL34BqKt6o1lzvOXpkksuMdN/RkpRURGdnZ14PB7q6urGfKwaGxvNxuY5c+ZkxfEYDWeeeSb33XcfkJ7P0qO9r9599136+tSl+PPPP39CRmAOh6Z2gxffN6gth9xyVT33httosTuoCAYo6/aw+2ErtpNKsFSkvvNSQ6eu6BAHu2ox4ty5767fBIDNaie0rQpQJ13h0jz2vZ4PgOELY3hD2E4pQ3MrqdPdb6Dr8PHTNBz27K6k93kMnltnkOuGXJeGtVAdrwbf++BcAUBgZ5A9j9mwVLqxLChKaTU9eqz+8sRa87aTz7mJ/TvK0D/qYuu2ENFrn90VBeZxOqnyBqyWfyOsh2hsbDQfa+SfTmXVVJyO7D5OY2VEIn3q1Kl4PB5aWlqoqKgAYM+ePVx66aUJ+23dupXm5mZzWpvH40HXdRobG/nv//7vQc/rcDgyRpAPRXzD086dO9MicJOJxWJJy+/w4IMPmtvXX3/9uKyhqKiImTNnsmfPHj766CMMw8BqtR7/gRlCqo5VfELKKaeckhX/puPTNjZs2DDiNcc3jc6cOZOSkpJRryXqS+/p6THXMZZjtX//fnN75syZWXE8RsOSJUvM7S1btqTt9xx4rF555RVz+4ILLpiwf//jkZ9r4LAZ+AJQXTfHvP2ww6AiCDl6mNYmnSl9OlrF+P2NDCymSO/uaufgfpW0Nqt6EbZGn7lfyUw3RliJOsOjg92G4bRDxBLS7zMoLwKXM/uPb16OgdNh4PFDjkujslpdaTzseYuwE6xAXpcH8pyEj/jRqkJQktrRnX6/n7de+zsAuXmFfOz0i9F3edB1De8uj7mfc0aueZyKbGWcsfBC3tj0TMJzzZu3ALcre76rU8WI/qXm5OSwfPly7r33Xnw+H6+//jq7d+9m+fLlCfudeeaZrFmzhgceeIAHHniAlStXsmLFCvOSRrZRXV1t2iYkhnF0bN682RzFftppp43KTzxaojF7Xq9Xjl+EaNOow+HI+KbRKDU1NWZx4P333x9x4+H27dvxelVT1VjTbKIi3e/3JyXac6I3jUaZN2+eKYAzKStdmkYVOU5wOVWW+JSqeiyRgsYhS8wu0t4cxmj1YYTT0zy6dVMsenHhtJMp6VBXQAKahapZx24a9fmhomjclppSLBaN0gKVVgPgzsmjqLCMkOGhMZJMVNHvQbdZIGygH+pPebP2G2+8QX+faqZfdu4V2LBhdPjRcmzkHY412VctirsK0x/i4+d+OuF5nK5cFsypSelas4URn05+85vfpLW1lfPPP5+f/exn/PjHP6awsJBnnnnG9JA7HA7KysrM/9xuN06nc9SXltONpmlmwsu+ffskb3sUDKyijyfxWdjxA3wmK729vQlNo5l8FSseTdPMKMaOjg4aGhpG9Pj46Mb4SMfREJ/w0ts7dr/nZBHpbrfbPEHfunWrmfSUTrxeL2++qRoR6+vrJ/Tf/3hYrRrFeeANgN3uYEqlsiPt8cWmbXtbgxg9QUhTFOOWD2NDjGZPPYspkUmjjXl5iZNGw0bCpFEAHcjPmTj2iZICLSGGsTISm9kQSXhxGjpth0NoxQ70Zh90pvaYPf300+b2uResgt4gRn+IHh/URZKwGt05lFbGTYD1hzl1+SWUVcREeWXtPIrys/9qRzIY8V+huLiYu+++mzfffJPHH3/cjFe85JJLeOSRR4Z8zO233853vvOdsa00zURFuq7rMr1yhBiGYaa6WCyWcW8IFpGeyIYNG8yKSqbnow9kLHnpycyFT1YMYyAQ4Fe/+hW/+tWvzNsmuh86OnnU6/VmxOyCt99+2yy8nHfeeSlPwch0SgogGrZWE4lh3NMfq15bWr0Q1NE70lOsiuajA5RYYp8HfeWxUAtDN9A0EvLRgyEDu1UNAZoo5LmVkSf6eV5Voz47DhqxqOj2/T40pzXl1fRAwM8LL6iG3ty8Aj52+oVm9OKB9f1Ej0T71FifWHTKqK3Ezccvv9m8vXbqvEk/aTSKnKoMk3nzYm3U27dvP8aewkDeeecd03N7/vnnU1lZOa6vHy/SxzqtciKwfv16czvbRPpYJo+mqpI+GpGu6zoPPfQQ8+fP58tf/jKtrSobuKKiIquHvw2HqEiHzBhqJFaXRPLcGlEZV1Onrnoc8rxB9JpHfpcHLdeG0ezDCI1vPF4oGGT7ZjXlfEpRLUZTrCJ7vEmjnsik0fwsnzQaT647MiU2qH6ujMYwxmXbew8rz36qq+nr33nBbL4+c/kV2O0OjFZ1gqBvj31G5i+JfXbiCaHl2iDfxqVX3kpOrmomXXr6hSLSI4hIHybxX5ziax4Z6bS6gBqEEz0xiK8iT1ayadLoQOLF9UhEejgcZuPGjYCqVI+laRTGJtJfeOEFTj75ZK677roEm8s111zD22+/jdOZ2uaudBPfA5EJvvR4kX7eeeelcSWZQa4brBYIhQ2zkh7Qe2hxugDlcw45rcrK0DW+lpc9uz7C51MNiAumn4y1MZY2VzInTtX5w6p6PGDSaH4OE2qCZZ4bXA5lTwKoqlVWrYP+jeY+lpaISHda1UChFFXTX33xMXP73AtWQX8Ioy9IyGGltqkTAI/FyvSlsbMkwxtCK3OhWS1UVtdz358/4Ls/e41PXXUj9iyfCJssRKQPk3iRLpX04RMKhczoRafTaSb+jDdRcdfV1TUp84/jiW8aja9qZgP19fWmwB5J8+j27dvxeNSXezJOTEYj0tevX88FF1zARRddlGC7Ou+883jvvfd4+OGHJ4UfOpMq6d3d3eaAqwULFphTbSczua5Y82hUpAM0udR7zWnotDWFMQwDo913tKdJCVs+ivnR5886haoWNaPFZ7FQPfM4TaMBKC8at6WOCw67RmFerHk0anc55HnDHN+U2xVLVdGKUlNNDwT8vLFWDTDKzSvg5DMuwugJovkNGnYGyA+rUn9DRbHZN2DoahCTVhw7bjV1M6mfvYyKYhHoUUSkD5PZs2ebXkWppA+fl19+mZYW5Y+77LLLKCwsTMs6xJeuiG8aXbx4cdY0jUbRNM3sg2lpaeHtt98+ziMU8VX3dIj0f/mXf+GUU05JqNqedNJJPPfcc7z44osJ8ZITndmzZ2OPpE+kW6S/9tpr5kRDqaIr3E5wO5TwixfpjdbY0MKOvX60XDtGix8jMH7Nv1s+innjK+3nUhRSYvNAWTG2+NzzoZpGdSjKm3jir7RAnYAAVFUrke7Xu2mNvMem9Pfj90Ymt5rVdE9Sq+nvv/si/X3q38eZ51yOw+HE6AxgWKDrw1hjvTEn7vvfE8JwWxOOU3RNBbkT7ziNFhHpwyQnJ4epU6cCSqRPdsvEcIk2jEJ6rC5RRKQr4u0+2SoMV69ebW7ff//9w3pMsi0+IxHpuq7z05/+1Px5xowZPPjgg6xfv56LLrpo0jUqOhwO88rkjh07CAaDaVuL+NEHY7FolESEX1XtDPPfZ0MwNgjMd9gLuTboC2GkODEknmiyi9PuxrE/9h7U5xeZ29Gm0egAI4Bw2MBiUfaQiUZBrkZUjlRUTTWP1zaHSnhx6To7X48JZa3Qgd7shSRalV598VFz+9wLV2EEdDN6sXB/p3nf1NNiE8ANTwhLqVOdOETwBcDpgALxo5uISB8B0ebR7u5umpub07yazMfr9ZqTLQsKCkY1xj1ZiEhXZLMfPcpVV11Fbq5Kcnj44YfN7PNjkcymURhZBOPu3bvp6uoCYMWKFWzbto3Vq1dP2oE5EPOlB4PBhCmw401UpFssFs4999y0rSPTKCnQCIbA4XBSURkpTvWsNe+3tnrRLBqGBYy28Ul5aW05THOjsirOqz+JsgNK/IWBaWfmx3aMNI3iTvSj5zgnpkjPc4PFok5E7HYH5eW1ALzqfyq204YOc1NzRarpB5NTTTcMg3VvPQtAbm4uJ59+IfQGwROivVenrl81kx7My6Nkit18DCEDbcBwJY9P/T7SNBpj8n5LjAJpHh0ZTz31lClgVq5cicvlSttapk+fblptRKQrslWk5+XlcfXVVwOqiv3EE08cc/9wOGwe8/r6ekpLS8e8hpFU0qOeZ1DV2myzGKWCTPClNzc3m6/9sY99LGvneKSCXBdmddaMYex6kWCkSlsY8TlreXb0Nh+GNzTk8ySTrXHRiwtrrqTKq9bQUFhIUWnc8HR/GM1lS2waDaiG2Jz0fQWljDy3sigNbB5d3/IbOuxKBM9o7aCrPXaMkllNP9Swi852VbQ85ZRTcDpd6D0BjLDBofUxP3z3tFj0In4dXNZBlqR+nxo2ZbVOrquLx0JE+giQGMaRkSlWF1Be5hNPPBGAw4cPm5F3k41sbhqN5+abY5m6f/jDH465786dO+nvVykQyToxGYlIX7dunbl9yimnJOX1s51MEOkvv/yyuS1+9ERyXWC3QSBkmDGMYcNPo1uVoqs9/bQdCYLbiuYJj4vlZXPcEKN63+nmdv+s4oT9VNOoPaFp1OOD8kImpLUsx6WO18DmUZ0Qe+vUFUcbBntfiX1OaS4rhPWkeNM/+uA1c/vUU09VDcWtPjSXFW1HrI+h6MS4qx39ISXQc23xT0UwDKWFE+8YjQUR6SNAKunDp6uri6eeUpfbpkyZwooVK9K8IrG89Pb2mv9us7FpNJ5zzjmHadOmASrS8PDhw0fdNxVXD0ZbSc/WPoBkk2kiXfzoieRGqrO+Ac2jB0pjuegNb/Uoy4tNw2j1pbxPa8uHsUp6TXOsSl59WkHijmEDLT+xQhvWoSh/Yoo/TdMoyY+J9MqaaeZ9nmkxW27elrbExxU50ZvGXk3/8IPXze1TTz1VNYT2BglYLUxtVZakHpud+kVx0Yv+MJYKd8JJUzhsYLWIH30gItJHgMQwDp/HH3+cQGRs3erVq7Farcd5ROqZ7EONNm7cmLWTRgdisVi46aabANWY+ac//emo+6ZTpAeDQfOEcObMmWPOZ58oTJ8+3bS/pSsrPepHdzgcLFu2LC1ryFRcDlWdHRjD2Ji/ydx2b1c+Zy3Pht7uh/7UWV78fh+7tqvP7LlVK6iPGzFfNSMuenGIplE9cttE9KNHKSnQCEZCdqIJLwDdto0cylXNmvW9PTTujfUPJKuaHq2kO11uFi1ahNEbhIDO/m1+cnS1qMOVxdgiuefRKaNDWV1ynVCQixCHiPQRUF1dTV6e+gcvlfRjk0lWlyjxDYOTsZI+Efzo8URFOijLy9G+aJIdvwjDbxzdsmULPp/KkharSwyr1cqCBQsA1Vg7nObfZLJv3z727dsHwJlnnklOjpTv4tE0jdLCwSL9UP9aml1K7dZ3ddPZGlLeb184pYONdm57n1BIpQCdXvI5U7i0Txtw0usPq6bRnEQ/utsxsZsR89ygoRoyo3YXgKaWA3TPLzN/PvJ6V8LjxlpNbzpywGzmXbj4dBwOh7I+WTX6Pop9LlrmJ0YvRqeMxuPxQWEe5Lgm5hWP0SIifQRommZW0/ft22d++QqJNDY2mpeSZ86cmTHiZN68eWb1TkR69ov0mTNncvbZZwOwbdu2BFtJFF3XzWM9depUysrKBu0zGnJzc81LtceqpMevKVPeB5lC1PKi6/q4X5mU6MXjU5irEQpDVU1swFZj+35ap6vGayuw/61eNE1To9+bvCmzvMRbXeZ7683too8NsLoEdNU0Ghfr5/HFfNsTlVy3ii70B6FygEivP7eQaJJ9xc5WdD12jMxq+sH+UeXdb9oQs7osWao+i43OAJrbRunBuPSdU+OiF+OmjMbj9cMUudA4CBHpIyTaPGoYBrt3707zajKThx9+2Pywvv766zOmWcdms7F48WIAdu3addzovIlGVKTb7fasbhqN5zOf+Yy5PVQDafxxTkb0YhRN08xquoj00ZFOX/orr7xibkvT6NBE7SFOl5uyihoAjrTvp/iUmDC2b41E++XZVCW9JzWZ99GmUaelkDndqjjWZXcwbXGih2WoptE+L9SUq/z3iUqeOzaAqrSsCrtDpbo0tTVQWmlnX4lqrq3w+9i7IfGqlVbqQj/oQd/ePWKh/mFc0+gJEZGON0Rzm56QvlNQrE6ahpoyCkpP6cbEHDY1VkSkjxBpHj0+8VaX6667Lo0rGUy8L/3DDz9M40rGl76+PrNauXjxYpxO53EekR2sWrUKdyRx4sEHH8TvT8xsTuXVg5GIdIvFktSThIlANCsdxteXbhiGKdLz8vLk5Oko5LrBaYdAEGqnzgagq7+d8ql+2iIicHp7F71dYTWQJqijdyY/M90wDLZ8qCaNnlp2G05DNa8erikZHNU3oGnUMAwMA8omeGKI3aZRmKtEusViobJKXW1obG/AMAxCJ8ZiZ3ve6Ux4rGa3oE1xoR/yEN7ajeEfvlD/KFJJt9nszF+kJkEbusGR9/vNffpnFMUeEJ0yWpjoR/cHVR+E+NEHIyJ9hEgM47Hp6uoyhcmSJUuYP39+mleUyGRNeJlITaPxFBQUsHLlSgA6Ozt58sknE+5Pp0j3er1s2qQa7RYsWGAOYBIU6aqk79y50xxGt3z5cux2+3EeMTnJdSnhpHzpM83bjxzZQ1O9En02DPa+qa5UaS4rRrMPI5xcy0tDQwOdnS0AnOmOXfVwLSlM2G+oplGPX1WYi/OZ8JQWKrELUBlpHvUHvXT1tjHnnHx8keFp9Q2t+P16wmM1mwWtwoXR6CG8tQvDd3yh3tHezMH9qlA5d+EpOJ2qWKI5rTh2d5n7lS+N/fENT1hNGXUkBkl4fOqkMH8CN/eOFhHpI0Qq6ccmvkkv6hfOJCarSJ9ofvR4jpWZPh4ivb+/n3B48Jfaxo0bzdulWjuYuro68vPVF/h4ivS33orlbYsf/eg47Br5OarxMr559EjjXgpOLjJ/1rZEKrN5doyeIPQkt4E0+p1iwcYJHnVC5bVYmXnKgJPeIZpGez2qGXEiN41GKcjVzAFUVXExjI2tB3DnWdlXpfpx8sIhdr3ZN+jxms2CVu7CaPQqoX6cAVXxfvQTlp4NHrW/DwtT27sA6LA7qZ0bd9U2pKMVD76K2+dVOfbRBBghhoj0ETJ79mzTYy2V9MGsX7/e3M7ETOjFixeb49hFpE8MVqxYQW2tGoX9zDPPmFVSXdfNL/ja2loqKiqS+rrxCS/RYUnxiB/92GiaZlbTDxw4MG49IvEiXfzoxyaa8FIdJ9IPt+xjxoluuuzKVzy9tRNPXxjNboGQjt6RXMtL9LNrXsEqCsNKCB4oL8bpHiBf/PqgSaMeH9RVTMwhRgPJc4PVAqGwYVbSAZqaVfqK89RYV2b4/Y4hn0OzKeuL0XR8oR7vR18870z0ZtUrsO9Dv2lJaqwpNnsBjEAYHJZBGfYAwRCUFU38YzQaRKSPELfbTX298nvt2LEj5QMcso1MF+k5OTmmBWfz5s2DPMwTlfim0Wjz7ETBarWacYzhcJgHHngAgD179pjCLxUnJseLYYwX6aeeemrSX38iEO9L37p1a8pfLxQK8e677wJQVlY24d4LyaYgR0PXB1TS2/djtWocrlOWF4ehsztSmdVybBhNPoyQPuTzjYZoMeX0nEtjNy4oGrSf2TQaEeThiP2lpGByiL+8uAFU8TGMjU0qanT2qbl02dSJ1cyWdnq7hra0aNaIUG/2Ed7SheEZWqh/9L4S6RbNwjz/bPQ9yvbn3RSz/zkXxkcvhtFybIOmjIbDBhYZYnRURKSPgqjlpaenh6ampjSvJrOIivScnJwE/34mEbW8hEKhtA1SGU/im0YXLVo0YZpG44nPTL///vsxDCPlVw/iRXpf3+DLx1GR7nA4RAwehfH2pb///vvmsTrvvPPMq2rC0ORG8rerqmMxjEc6DmCEdXKXFpm3GZu71EaeDfqCSctM7+/rMW2lpxvVAITRmHbGECZzPbFptN+rfPWTwY8OSqDnupU9KSErvbUBAJtd49CMcgDshsHuV7qP+lxKqLsxWiJCPTKoygjp6G0+utbvZ+9u1W8zo3oheWWlWKpy0HWDKYeU/Smoacw4Jaa8DV80ejHxpMnjV8epMA9hCOQTahTEi0/xpcdob283B4ScdNJJ2Gy24zwiPUw2X/rGjRvRdVXZmmhWlyhz587ljDPOAGDTpk1s3LgxQaSnIlnlWCK9u7vb/Gw48cQTcTgSI8cExXiL9Oj8BhA/+nDIdan8bYs9j5KySkBV0vHrzPxYDr1WJYrrmzvwe3U0q0UlqrQnZ4bItk3r0HWdupzl1ARVV+SBogIKSxIbDw3dQLNoCU2jvV4oKZg8w3E0TaO0QCW8JNhd2hrM7dJlxea2e3P7sZ/PqqFVujHafIQ3dxLe20t4XRv6++1semOt6SJYsuBMlbcO7H5Xpyygjv2B4iLceQOiF4sGfw72+1Sqi3vi1Y6Sgoj0USDNo0MTL4oy0eoSZbKJ9InsR48nvoH0/vvvT2slPf61xY9+dOJFejQJJ5XEi3Txox+faMKL1w81tcry0tHbgre3F5tdo6FG+Zzdepjd76i+DC3XjtHsH9VwnIFsfv9NAE7Pv8a8zTunePCO/jCGw5LQNOrzQ03Z5BDoUYrzNYIhKCgsISdXXUJo6mzAiAwwmjrfyRG3arid3t1Nc8Oxc+01i6Yq6l0B9B3dENCh1MnmllhAxJI5Z5rbu56M2Uf9s4piT+QPYzgtaPmDC3deP1SWTI6+gdEgIn0USAzj0GS6Hz3KiSeeaG6LSJ84XHvttaaV589//rPZNFpdXU1lZWXSX+9YIn3dunXmtoj0o1NRUWE29L766qsptZ91dXXxxhtvAGr67MyZM4/zCMEWyd/2DUh4OXxkLwCuE4vM2wIfRlJecm0qD7tz7JaXLZEhRqdps83bqk8vGLzjgKbRUNjAap08VpcouS6IOrhqp84BoLGjgY0bXwXUQKeOebGpy4de7Rz0HAPRLBqWKW4sVTloRQ40m4WPdsYmwC6afZq5bdkQ682pOjnuj+8JoxU6Epp6oxgyxOiYiEgfBVJJH5psEenFxcVMmzYNUAONhorPm0hERXr8xNWJSFFREZ/61KcAaGtro7tbeS5TdWJyLJEuyS7DQ9M0vvCFLwCqR+SLX/xiyprxn3jiCQIBJRyvuOIKqdwNk2j+ds3UmEhvbNuPoRvMPC0Xj0UJr/rGDgJ+Hc2iYVhAb/RiBEffQBruDbB163sUO+YwNxAZYJSTS+XUwZaJgU2jvR6VuT3ZRHpeZACVLwCXXXWrefsvHv4moZCqmk89N9bMWbajDV0f2fvN6+tj1wE1CLC+ei5FBUr093WHqW1VTaPNLjdVM2LHyQhE8tEHvOd8AQOnXYYYHQsR6aOgqqqKvDzV5SAiPUZUpOfl5TFnzpw0r+bYRC0v/f397N69O82rSR39/f0JTaMulyvNK0otn/nMZwbdNh4ifWC6S1Sk5+XlJZzUC4O54447mD5deWhfe+21hInFyeSRRx4xt6+55ppj7CnEk5+j8rcTKum9B8Abwum0cKBKWV5ywyH2vKdGwWvFTowjHvQ9PabVYiQYgTD71r5Hv7eHUwtvNoVK5/SSoR8woGm01wMVxeB0TK4TsTx3zJ70iU99nnkLVYGgoXU3jz33awDKaxzsLSoCoNLnYf+mkfUPbN3zPuFIFObiOWeYt+97tx8b6li31sYsSUZIB4uGVjA4etHjgxyXJLscCxHpo0DTNPOLd9++ffh8yWmSyWaam5s5ePAgoERRpqcmTBZf+mRoGo3nwgsvpKqqKuG28a6kD3wvWK2DL/EKMdxuN7/4xS/Mn7/2ta+ZV0GSRXt7Oy+88AKgiiynn356Up9/IhO1UFTVxk0d7W3A6FNCzbYkJsi8G7qAyKj5EifG/n70hsHJR8fCCBvou3vZ8kHEj26LfVYXf2yw1cXQDdASm0aDIagsmVwCHZQ9qThfVdKtVitf/davzOr1H5/8Ka0dRwDwLyk1H9P59vEtL/Fs2hmbM7AkTqQHt8SiF3OXxB0nbyR6MW+wSO/3QZkMMTomma2kMpioSDcMY0JXYodLtjXKxad9TGSRPln86FGsViuf/vSnE24bb5EuVpeRc+mll3LFFVcA6iTnu9/9blKf/69//SuhUMh8rUwvImQSuZHqbElFnEjvOIBmKEE964xcc+R83eF2QkFVTdVcVsi1oe/qRW/2Duu1DMNA39+Hsb+PrS0bcVlKOTGgTnI77Q7qFw5xJdAfBmesadQfMHDYJ5/VJUppAfgj7QBzF5zM5atuB8AX8PDrh74NwKxz8/FrkWO2v5XgCGxJ8X70aCU9HDaoPqLEvs9iYfpJcdGL3hBaiVMNuxpAIAjlMsTomMgn1SiRGMZEssWPHiW+kh5tMJyIZEviTjKJT3mprKwcVFlPFiLSk8vPf/5z3G43AL/85S/ZuHFj0p774YcfNrcvvfTSY+wpDCTXpeLxrPZCiopVzva+hq0EXTr0BXHlWNlfoWwoBaEgez/wmI/V8u1oVo3w9u5hZacbjV70Pb343CHe3/oKS4tuxhHpUThSW4rVOoSgG9A02utVHueiSZq7nZ+jES+5b/nSv1BUpI7ba+v/xvrNr5BXYGNfpaqmF4aC7HrLM8QzDSYQ9LNtj/pOqSqfRnmJyq4/uM1PUUgd34ayAdNgQwZa8eA+grCuhhgVih/9mIhIHyXSPJpIton0qqoqM1Viw4YNE3Zy7GRpGo1nwYIFXHXVVQB8/vOfT9nriEhPLvX19Xz726rSp+s6X/ziF02r1lhoaWkxoxenT5/OkiVLxvyckwmLJWahOOFjywHo6W7n9X3PmdMotcUxy0vf+10Jj9dKnOALE97WfdTplQBGh5/wzh40h4XHXr+P9u5mTnOeZd7vXjJEqguRITklsabRPi9UlUxeC0VeDtitEAyp77T8gmJu+8pd5v2/eOAOAkE/9pNjlpfA+8fOTI+yY98GgiEVsxhvdWn/IGZ1Cc2JNaYakasc8f0CUbxRP7qI9GMiIn2UiEhPJCrSi4qKmDFjxnH2Tj+appnV9Pb2dg4dOpTmFSWf/v5+tm3bBkyOptF4Hn30UY4cOcI///M/p+w1hhLphmGYIr20tNRMERKGx9e+9jWz6fztt9/m/vvvH/NzPv7446bYv/rqqyXVZRSU5CtrwlWr/9G87fHn78GwahhBnZln5BGM/F2rDnYQDicWPbRyF0ann/CObozA4BMvoy9IeHs3BHXajXYeevpuLNg5Nag8K16LlRmnDlZzRkhH0zS0UvXZZhgGYX1yWyhyXeB2qJOqKBdffjOLFihRfbh5L488+0tmn5lDj02J51mNbex87/jV9E1DWF1aDgWo3tZs3l53etwlDG8YLceuYjkH0O9TCTw5k+draVSISB8ls2fHclsne1b64cOHaWxsBFQVPVu+BCd68+iHH344qZpG49E0LWU2lyj5+THTa1SkHzhwgLa2NkBV0bPlvZApOJ1OfvWrX5k/33HHHXR0dIzpOeOtLpLqMjry3BoGsPiks5g9T/Xz7NjxAVvbNkJvkNwCK/vKVDW9JOhn/0eJHnTNoqFVuJSdZXcPRpyINwJhJd57gmilTn7/13/FF/CwoPBaCnQVj3tgSjFO5xBypTcIBQ7TTuELKIE6Wf3ooKxJuW6V8BLFYrHwlW/9EkskLvPPf/8ZbV0HaZir5kfYDYOyR3dycMexQzDi/ehL5p5Bd3sI7727KQmqF9tXUUh5TaxqbvhCaOVONMvgz0GPDDEaFiLSR0lOTg719fWAqqRPVLvEcMg2q0uUiS7SJ1vT6HhjtVrJzVXVvahIF6vL2LngggtMMd3W1sadd9456udqbGzk1VfVIJfZs2cnDDIThk+uG2xWCOuw6vqvmLc//uZvMXxKSOsLY/GIXe8NTufRbBa0UifG/j7VHGoYKsllZw9Gkw+t3Mnug5t4/s0HATgzN653YEHRkOsyvGG0KheaVUmZXo/yok9mC4WmaZQVJop0gFkLT+JTH78NgEDQx38/eCdLbixnV1ksQtN6/y7ajgw9hTQcDrFl17sAlBZVUuiuo+WXe6j0qgp8s8vNyb8uN/c3dAMNTQ0xGgLdUBNShWMjIn0MRC0v3d3dtLS0pHk16UNEemYSLxhFpKeGqOUlmpMuIj05/Od//qc5i+K+++5L+LuOhEcffdQsoFx77bVStRsluS6V8OLzw7kXXUNJmarAvvnukzT1H8bwhZm+LJ8w6u875UD7kENyNKcVCh0Ye3tVVX1/L8bBfrQyJ1g07nn4OxiGQaX7VM4LKsEXRmPGmYO7QA1vCFwWLGUxv0S/F6rLlI9+MlOUrxEeop3js//wfUrypwDw9sbnWL/leWZ+uZ6GyFXB0qCfnnt209c1eMDf7oZNeP39AJwwezkHfrGfqZHPvQ67E/cXZlNRHycpfWEMlxUtb7DVxR8wcNom98nUcBGRPgbEl67IVpE+c+ZM07Iw0UR6X18fa9asAVQOtTTLpYaoSJdKenKpqanh+9//PqB8xl/4whdGNRlYBhglB7dTeYe9AXA4nFxxtZoSq+s6f3v/jxi9QQqKrewrKQKg3O+jYat/yOfScm1gtyiLy94+KHSgOa28teEZPtz+Jm5rBd8r/FfyIwNz9s4opaBkiHHyvUEl0CN+Z103MIDSgskt0EGdVGkw6EQpt7qM26/5gfnzr/58J5rdT9kXZ9LiVMlKNZ5+Dv5yH35/osqP+tEt2Div44vM7OgCoM9qI/SZ2VRMHdAc6gmhFdoT8uuj9EvT6LARkT4G4kX6ZPWlG4ZhivSysjKmTp2a5hUNH4vFYl7+bmhooL19eB3u2cCf/vQnenpUx/0NN9wwqZpGx5N4kR4KhUyLUW1tLZWVlelcWtbzT//0TyxcuBBQ1q377rtvRI8/dOgQb7zxBgDz589n0aJFSV/jZEHTNEryY82In1z1D9gdTgCeefMBvP29GLpBYH4s5aV9XdfRn6/IgWYALitajo1gKMB9j3wPDQvfqPg9UwPKctHozmH5fxcNeryhG2hhA22K27w64vEpW85k9qNHiU4e9Q9wrmgWjfM/eT0nTD8TgKa2Bh586ucUl9uw3TrbbCSd0dXFtl8dTGgAjvrRv1D1Z07qVD0HPouFrtVzqJs7+PvFCOhYSof+3vH4oKwI7JM0gWckiEgfA1JJV+I22iiXTU2jUeItL8nMZU4nhmEkNN998YtfTONqJjZRkW4YBh988IFpezn11FPTuawJgd1u57//+7/Nn++8805aW1uH/fi//OUv5rZYXcZOcb5GIJKgWFRczoWfuAGA/v5unt/8GHhDTDuzwMzortzdSkfz0P5mUNGM0Wi+NS//jsMt+/h05W85za+q5n1WG65bZlJYNoRM6QtCvh2t2Gne1OtVKTS57rH/rtlOnhtczsG+dABLqYt/vOZfsVnV3/6RZ3/BoeY9VE1z0HvdHHMw1fwjrWz8XROgrphs2vkOn678HZ/wq8+8EBpHPjmHmXGDi6IYIR1sFrT8wVV0AH8IKiZxAs9IEJE+BmSgUfZaXaJMxKFGr7/+Ops3bwbgjDPOSPgdheQSH8MYzeIGsboki3POOcecINvV1cU3vvGNYT82PtXl2muvTfraJhu5biDOPbHyulgD6RNv/g/hngDFU2zsKy4CoCzgx/vz7RzaeezEkO6+Dv70t59yTuk3uTaghuOE0Wj91GyqZgzddGj0hdAq3WiOmITx+pUfXU7GwGpVVz68Q8yP0nJsTFu0mJVn3QpAMBTgp//zFfo83cw4wc3hy2abvQWLdh7mg4fbOHBkBytyv83qQA0AOrDnwlnMP+soE6M8YbQcKwyRjx7WDSyI1WW4iEgfAzU1NWa6g4j07BfpE8WXHl9F/9KXvpTGlUx8RKSnnn//93+nsFANSPnDH/6QIL6Pxv79+3n3XZVEsWTJkoSCijA6cl3gsEMgqJT6jNmLWXrq+YDK3l63/SWMsEHxdXW0RawwZQE/Ob/bzo53+o/6vH9c8+9UWs/mK5xn3rb91GnMO2NoFWcEwmBPbBgNh9X0yhJJCzEpKQD/UYa8ahUubljxT5SXKNG9edc73P69c9m6+z0WnJPPznNis04Wvrefgw/o3B5aaN627fQZLLm4cNDzRjG8IbRSJ5ptsMT0+iHHDQWDC/DCEIhIHwOappmDN/bt24ffP3SjzEQm20X6ggULcDhUtWYiiPTGxkYef/xxAMrLy1m1alWaVzSxiRfpb775prktaTrJY8qUKfzXf/2X+fOtt97K7t27j/mYeKuLNIwmh2jCS3x1NiGO8d3/gf4gVTOcuL8yj4ORdJ7ccIiax7bz4VNdg56zoXEXr775Ot92fxWXoYwyW6ZO4cRVJYP2NekJqlz0gliVts+rLB7iR4+Rn6NxtGBordiBu6yIb13/S/JziwBobj/IV++6jD///WcsvqyAzYtj/WWntcZy79fNKmbpMY6PYRigG0eNXuz3qiFGYksaHiLSx0jUlx4Oh9mzZ0+aVzO+xDeNVlZWUl1dneYVjRy73W42lO3YsYP+/qNXfLKB++67j1BIGUdvvfVWnE7ncR4hjIV4ke7zqcv6c+bMoaioKE0rmpjcfPPN3HjjjYCKu7zmmmvMv/dQiNUl+bicGnluFcMY5bSzPkHtVDXYb+PON9izR9nsSqbYqfn6bHaWKzFnNwzmvbKb9//QkpA4ct9DP+bOorspj3xm7S8oYOHtNUeNUDQMAyOoY6nKSRiQ0+uB8iK1RkGR5wa7FYKhIaIwbRa0KjeLKj/GPd9fy6LZpwOg62H+5/F/4Zv/cTX1l4fZUp/Y/P6Uq4fTP3+ccIiADg4LWsFgqwuoIUZTZIjRsBGRPkYmsy997969dHV1AdnZNBolankxDIOPPvoozasZPcFgkHvvvRdQyTW33357mlc08YkX6VHE6pJ8NE3j17/+tVkU2bBhA1//+teH3Hf37t1mys7SpUuZNWvWuK1zolNakDhu3mKxcNV1/2T+/Ne3f4cRVBVxd56V+f9nOltmxCb/LtrUwIe/OETAr7N+01pOa7uZBQG1f7vdScXtM4aeLBrFE4IcG1pJYpXWH4Kq0uz8/kkVuW4VnTlU8yioBlKcFipyq/iP//sEn/7k183v8A3bXuMffrAC/1k72FKhEnued/azrvhe7PahxbeJN4SWZ4ecoZtGZYjRyBCRPkYmc8JLtltdokwUX/oTTzxBY2MjAJ/85CezKg4zWxGRPn7k5eXxyCOPmHGiv/rVr3j00UcH7RefjS5V9ORSmDd4SM7HL7+Z3DzlT3554xN0Hmk077PZNU78h2q2nDzNvG3BwWZ2/3Qv2x7zcJFfWWL8moXADbMpnjK0sIti9AaxVLgSsrcDQQO7VawuA3E5VDX9aCKdfBtaiQujN4jVauPmT32Tf//GXyktUtXzrt42vvOLa/mfwJdY3XsbP29cyZK5px/3dQ2/jlbmTLjSESUQNHDYxI8+EkSkjxER6YpsFulLly41t7NZpEvD6PgjIn18WbJkCT//+c/Nnz//+c+zd+/ehH1kgFHqyHWBpmFOcQVw5+Rx2ZW3ABAM+fn7G39IeIzForF0dRm7Pj4Hv6Ykx8zOLq7pqzD32XfeDKYtOvYsByOko2kaWnnifn1eyM+BoqMEjUxWNE2jrHDohJfo/ZZKF1pIx4hYkE6cdxb3/eBVTj/hInO/7XvX0xtsAGDxnDOO/7qAVnAUP7pP/RuSZJfhIyJ9jEQbR2HyDTSKF+nZ3Ci3ZMkS8zJfttpdNm/ezKuvvgqoE8fzzz8/zSuaHAwU6Var1RyQJaSGW2+9ldWrVwPQ09PDtddeazbt79ixgw8//BBQWfXTpk1L1zInJLlulfAycEjOp679MpZIvvaT7/4Rf69n0GMXXVDA9ktL6LYmVsvXTS/ihEuKjv/ivUEocKim0Ti6+1X0ogzGGUxJgbryMXDyaBStxAm5dugPmbcV5pfyo396gC9d92Psttjf2m5zMnf68eN8DbfVzL8fSK8HygrBYZdjNVxEpI+R3NxcamtrAfUFEV9hmMjouj5hpivm5uYyc+ZMQInd0YwfTzfxQ1+++MUvZm1/QLYxUKQvWrSInBy5lptKNE3j3nvvNb3m69ev54477gCkYTTV5LnB7Uj0pQNUVtdz9nlXAdDZ18qrbz2ecH9z20H+/Xf/yLf/eCpf6/s2h+xKqL+Xb+PMf5g5rNc2fGG0KheaNSZbgiEDTYPacvm8G4qqUijOg66+oe/XnFa0SjdGbzBBu2iaxpUX3sbd/+9ZaqaoOMZzT/0UDvvxgwi0fAeayzro9nDYIBSG+ko5ViNBRHoSiDaPdnZ2mtM3Jzo7d+40pytOhMv7S5YsAcDj8Qy6fJ7p9PT08Mc//hFQJxw333xzmlc0eRgo0ifCeyEbKCgo4JFHHjHjU3/+85/zxBNPJIj0q6++Ol3Lm7DYbRoFuYkJL1FW3fBVc/ux136Drut09rTyqz/fyWfuPI3n3nwQ3dBp9L7Dnb6b+fsZTZx250Ks1uOLNsMXAqdl0Jj5jh5VmZ1SPNbfbGKS49KYWQOdvUffx1LlRiuwY7T6BhUZZ9cv4bc/eoNff+9lvv65u4f1mpbSoa0uHb1QWqhOHIThIyI9CUxGX/pE8aNHiYp0yD7Ly//+7//S16dKJTfeeKM5+EVIPSLS08dJJ53Ez372M/PnG2+8ka1btwKwbNky6urq0rW0CU1pgfKBDxR0C5ecwbyF6t//nsYt/Pt9X+bTd5zMX1+8j2BIld7zcgr5/MrvcP9db7Fy5WXHTwqJYPQG1fCivJhVxjAM+rwwsxpsYnU5KnUVGjlO6PMcxfKSb8e6sAjNZYP2wWdfdpuD2fVLsFoGV8fjMUKqo1jLG3xMDcOguw9m1YjVZaSISE8CItKzX6QvXrzY3M4mkW4YRoLVRRpGxxcR6enlC1/4gjmwK37GgVhdUsfUKRrlxXCgOdHrrGkaK+OGG72w7hF8fnVMnA43qz/xFf74k/e57tKv4HaOrHNQCxtoU9wJNr4+r/LIV5eJ6DsWJQUaUyuhtfvo+2jFTiwLCjFsFoyOUQ5l9EZ87XmDE3r6vJCXI7ak0SAiPQnEi/TJ0jw6UZpGo8RX0jdt2pTGlYyMV155hW3btgFw9tlnJ5xsCKknPz+W++ZyuczBWML4oGkav/3tb5kxY0bCbStXrkzjqiY2pYUaZy3WKC0YLNSXX7CKsvLYUDurxcblKz7L/971Hres+o453XLE5NsHNYx29EBtuYqFFI7N9CoNq0VFIB4NS5kL6/xCDAyMrqNEwhwFoz+I0adEenzPQJT2bphaIcdqNIhITwKTbaBRKBQyowqnT59OaWn2m8xmzJhhNvxlUyVdYhfTi9PpNG0Vy5YtG/bleyF5FBYW8vDDD5t/+wsuuCArpx9nE6WFGssWa5QXwYGmmFC32x185Vu/oq5+DhddeAP/8/9e5x8v+iElBVPG9HpahRvNEbNbhMIGugH1U0T0DYcpxVBZcuxqOoBlihvrvCKMoI7REzz2ziiLi97sxfCHscweHEcL6sRAs8C0KjlWo+HYkwOEYVFbW4vb7cbr9U4Kkb59+3Y8HhWxNRGsLqAm5y1evJh3332XPXv20NfXR15eZgfvHjp0iDVr1gBQWVnJlVdemeYVTU4eeugh/vCHPxx1AqaQek4++WReeuklnnzySf7xH/8x3cuZFJQUaCxbDG9tNtjfBPWVBlaLxlnnXsFZ514BgNEdILylC6PFCxXuIQfcHAsjoJK2LAMmjHb2QkkBVGZ/fWhcsFpVA+nBFoOwro7T0bBU54BuoG/twrAM7TEHMHoC0B9Cq3BhnZGPpdgOdA7ar70HKoqkuXe0SCU9CVgsFjMvfe/evQSDxz8DzWYmmh89SrzlZfPmzWlcyfC49957zbjI2267zUy6EMaX008/nW9+85tmjKeQHs4++2z+7d/+TRpGx5HifI1lizQqS1RFPTwgj1srdGBdXIxW7MRo8mKEhx9RbIR0jM6I7WLAcJyeftUwKtnow6emTKWrdPQcf1+tJgdtTgH0hzA8oYT7jKCO3uTFMEBbUIT1hBK04qGjGXXdwOOHWTXasFJ8hMGISE8SUV96KBRiz549aV5NapmoIj2bmkcDgQC/+c1vADVA57bbbkvzigRBmIwU5SvrS1Up7G8cQqjn25VQn+LCaPaYKSBHwwjq6K0+aPOjFSlxHl+B7/MauJ1QI02II8Ll1JhVo05wjjfPRdM0LFPz0GblQ08QwxfGMCJe9TY/lmo3tpNKsdbnodmOLiO7+qAwF2rKk/3bTB5EpCeJyZTwEi/Sly5dmsaVJJdsah7961//SnNzMwBXXnklNTU1aV6RIAiTlcI8JdRry2F/kxpcE4+WY8O6oAitKhejxYcRHCzUDV8YvdkLnX60UieWk0qwLi0ZtF9Hj6oKF2W2GzEjqavQyMtRkz+Ph2bRsEzLR5uRD51+jCYvWDUsS4qxLCxGKzh+/01XH0yvUnntwugQT3qSmCzNo8FgkI0bNwIwe/ZsioqK0rqeZJJNlfR7773X3P7CF76QxpUIgiBAQa7GmYvh7YhHfVqlkWBx0Nw2rAsL0a0a+qF+KHWiOa0YE1oGIQAAJ3lJREFUnhBGdwBsFjVYpzoHrcSJZtHQSBTz4bBBWFdNiDJVeeQU5mlMqzTYug8KhpGCqVk1LDPz0MM6WtjAMj0fLXd4stHrN3DYVGSnMHqkkp4kJkslfcuWLfj9Kkd1IlldAEpKSqitrQWUSD/eJcF0sXPnTl555RUA5syZw4oVK9K8IkEQBMjP0ThzkcbUKSqeceBnqOawYplfiGVaHnQE0Bs9GL4Qlvo8bCeXYllcjKXMddQG084+KM5XSSXC6KifomG1gi8wvO83zWrBMq8Q66LiYQt0gLZuZXMpk9l6Y0JEepKINo7CxBbpE9WPHiVqeenq6uLQoUNpXs3Q3Hfffeb2bbfdJhUlQRAyhrwcjVPmaeS5ld1hIJrdgmVuAdrMfCwzC7CdXK6sMMXO436Wdfcr+4TTIZ95o6WiWNmFWruG/5iRfseEwwahsMpnl++nsSEiPUnk5+eb2bwTeaDRRBfpmW558fl83H///QA4HA5uvvnm9C5IEARhAEX5GvOmKv+4rg+u2GpWC9Y5BVjnFAzL2wzg8Rm47FAjE0bHhMWiMbNGIxQe3DuQLDoiEZnVZSl5+kmFiPQkErW8tLe3097enubVpIaoSNc0jZNOOinNq0k+8c2jmSjSH3vsMfPf1qpVqygrk09BQRAyj1m1GmVFI6vYHov2HiX6SsU+MWaqy5SIbh9GHONo6OmHWTXgsMsJ1VgRkZ5EJnrzqMfjMYXrvHnzEkaiTxQyPeElvmH09ttvT+NKBEEQjk6OS2PhNI1+HwRDY6vYhnWDYAimVYp9Ihk47Bqza1TKS7J7r/q8BrkuueKRLESkJ5GJ3jz6xBNPmIOazj777DSvJjXMnTvXHC+eaZX0rVu38vrrrwMwf/78CXsMBEGYGNRXKv9zU8fYnqenX0UuyoTR5FE3RaMgR/n8k0lHL0ydoixPwtgRkZ5EJrpI/+Mf/2hu33DDDWlcSeqw2+0sWLAAUL0F0SSbTCC+YfT222+XipIgCBmN3aaxYJqGbgw/TWQouvthWiW4nfKZlyzyczSmVQ1vAulI0DSor5TjlCxEpCeReJE+0ZpHm5qaeP755wGor6/nrLPOSvOKUkfU8hIOh9m2bVuaV6Pwer384Q9/AMDlcnHTTTeleUWCIAjHp6YcpldC4xjatOw2qK0Q4ZdsplVpOGwq0zxZlBVIRGYyEZGeRKZOnYrL5QImXiX9wQcfRNfVYIkbb7wRi2Xi/tPJxISXv/zlL3R1dQFwzTXXUFxcnN4FCYIgDAOLRWP+NA2nHXo9oxODFcWSt50KygqhrgKaO8f+XNEUn5nVWsIQK2FsTFyllQasViuzZ88GYM+ePYRCoTSvKHnEW10+/elPp3ElqScTm0elYVQQhGylvEhjdi20dI6sUTEq/KZXaliOMuBIGD2apjGnTmXa7ztiEAiOzZIE0jeQbESkJ5mo5SUYDLJv3740ryY5bNmyhQ0bNgBwyimnJNh6JiKZFsO4adMm3nrrLQAWLVrEGWeckeYVCYIgjIy5UzUKckfmge7xqP9PEftEyqgq0zhvqcb0ajjYAh09IxPqgZBBQ7NBv0/9nOuWk6lkIiI9yUxEX3p8Ff3GG29M40rGh8rKSjN/PBNE+sAqujSMCoKQbRTkaiyYBp29KlLxWOi6QXOHQWev+jnHJZ95qaSkQOOsxRpnLoJgGPY1GseNzQyFDQ63GRxuhapSOOcEOUapQER6kploCS+6rvPAAw8Ays6zevXqNK8o9WiaZlbTm5qaaGlpSdta+vv7zZMkt9s9KU6SBEGYmMys1phSAq1H8UAbhkFHj8HeRnA5YdkiEX7jhc2mMX+ahfOXakytgIYW6OwdLNTDukFTh8GBJijJhxUnqUp8Tbkcq1QgIj3JTLSBRmvXruXQoUMAfPzjH6eioiLNKxof4ptH0+lLf/jhh+npUdeHr7vuOoqKitK2FkEQhLHgcmosnK7h8SubRDw9/QZ7j0BYh9MXwEWnaMysFeE33pQVaZxzosZp88EfgP1NBqGwga4btHYZ7G+EXBcsP1HjgpM1plVJo2gqsaV7ARONiVZJn0wNo/EMbB49//zz07KO3/zmN+a2NIwKgpDtTK1QiSKNHWrb4zNo6gC3A06cDbNrNQpylejTj2OLEVKD3aaxaIZGRbHBh7tV1dwwoLQQzlwE06s0XJJZPy6MWKR3dnby/e9/n/fff5+Kigq++c1vcuqppw7a72c/+xlr166ls7OT6upqvvSlL02KCYkFBQVUVlbS1NSU9SLd4/Hw6KOPAur3+uQnP5nmFY0fmdA8unXrVtatWwfAiSeeyCmnnJKWdQiCICQLm0150xvbDfY1GtisMG+qaiwtLRThl0lUFGssPxF2HTIwDCXOpTF0fBmxSP/JT35CaWkpL774Iu+++y7f+ta3ePzxxyksTAwxzcnJ4e6776auro4PPviAr3/96zzwwAPU1NQkbfGZyty5c00vc2dnZ9ZmWq9Zs4a+vj4AVq1ahdvtTvOKxo8FCxZgsVjQdT1tIv3Pf/6zuS0No4IgTBSqy2BWDfiDMG+qRmUp8vmWoTjsyqIkpIcRiXSPx8PatWtZs2YNLpeL5cuXM3PmTF599dVBVdb4S/Mnn3wyM2bMYPv27UOK9EAgQCAQSFyYzYbD4RjJ8jKGuXPn8uqrrwKwbds2Tj/99DSvSBEdRhT9//H43//9X3P7hhtuGPbjJgIul4vZs2ezY8cOtmzZQiAQwGYbP3dYd3c3a9asASA3N5fVq1dPqr9/NjHS95WQPuRYZQ6nzDPQNLBYlJViqPx0OV7ZgxyrkTOcoZAjUh0NDQ3k5OQwZcoU87ZZs2axd+/eYz6up6eHPXv2MGPGjCHv//3vf5/gvQW4+uqrueaaa0ayvIyhvLzc3H7rrbeoqqpK42oGc/DgwePu09raygsvvABAdXU19fX1HDhwINVLyyhmzJjBjh078Pl8vPbaa8ycOXPcXvvBBx+kv19Nh7j88svp7OykszMJY+GElDGc95WQGcixyi7keGUPcqyGz/Tp04+7z4hEutfrJTc3N+G23Nxcuru7j/oYXdf5wQ9+wHnnnXfUBX32s5/lhhtuSFxYFlfS4yvn7e3t1NfXp3E1MXRd5+DBg9TV1R33DO6JJ54gHA4DcNNNNw3rH9NE4/TTT+eZZ54B1HE877zzxu21o70AAP/n//yfjPk3JAxmJO8rIb3Iscou5HhlD3KsUsOIRLrb7Tare1H6+/vJyck56mPuuusu+vr6+Nd//dej7uNwOLJWkA/F/Pnzze0dO3Zk3D9Yi8Vy3DX96U9/MrdvuummjPsdxoMTTjjB3N68eTPXXnvtuLzuBx98YE54Pfnkk6VhNEsYzvtKyAzkWGUXcryyBzlWyWVEf8mpU6fi8XgShrscy8by85//nO3bt/Of//mfE0qEH49p06aZv282Jrxs3bqVDz74AICPfexjCScdk4l0JbzEN4x+/vOfH7fXFQRBEAQhcxiRSM/JyWH58uXce++9+Hw+Xn/9dXbv3s3y5csH7fvb3/6WN954g7vvvnuQRWaiY7VamT17NgC7d+82bSPZwmTNRh9IfX09+fn5wPiJdF3XeeSRRwBl+Vq1atW4vK4gCIIgCJnFiK9JfPOb36S1tZXzzz+fn/3sZ/z4xz+msLCQZ555JqHR85577uHQoUNcfvnlnH322Zx99tmmv3cyEB1qFAgE2L9/f3oXMwJ0XeeBBx4A1MnGddddl+YVpQ+LxcKiRYsA2L9/vzn5M5W88847ZuPNsmXLKCkpSflrCoIgCIKQeYw4U664uJi777570O2XXHIJl1xyifnz+vXrx7ayLGfg5NHxTAYZC6+++qopEi+++GIqKirSvKL0smTJEt5++21A+dLPPPPMlL7eww8/bG5fdtllKX0tQRAEQRAyF3H3p4h4kb59+/Y0rmRkiNUlkfH0peu6zl/+8hdANVNfeOGFKX09QRAEQRAyFxHpKWLevHnm9pYtW9K4kuHj8XjM6L/8/HyuuOKKNK8o/YynSH/jjTdobGwE1FWMgoKClL6eIAiCIAiZi4j0FLF48WIz4eWll14acppapvHkk0/S29sLwKpVq3C73WleUfpZvHixuZ1qkR5vdcnWQV6CIAiCICQHEekpIicnh7PPPhuAAwcOsGvXrjSv6PhEG0YBbrzxxjSuJHMoLCxk6tSpAGzatCllJ1uhUMi8iuFyubj88stT8jqCIAiCIGQHItJTyMUXX2xuP/fcc2lcyfFpb28303eqq6uHjNWcrEQtLz09PTQ0NKTkNV577TVz/sAnPvEJM/pREARBEITJiYj0FHLRRReZ25ku0h999FFCoRAAq1evxmq1pnlFmcN4+NLjrS7jNdlUEARBEITMRUR6ClmyZAmVlZUAvPLKK/j9/jSv6OjEW11uuOGGNK4k80i1SA8Ggzz22GOAskldeumlSX8NQRAEQRCyCxHpKUTTNLOa7vF4ePPNN9O8oqFpaGjg9ddfB1QqzUknnZTmFWUWqRbpL7/8Mu3t7QBcfvnlk25CryAIgiAIgxGRnmLifenPP/98GldydB588EFz+/rrr0fTtDSuJvOYPXs2TqcTSI1Il1QXQRAEQRAGIiI9xcQPpMlUX3q81eX6669P40oyE5vNxoIFCwDYuXMnPp8vac8dCAT461//CkBeXl7C1F5BEARBECYvItJTTHl5OUuXLgVg48aNNDc3p3lFiWzatIlNmzYBcPrppzNz5sw0rygziVpedF1n7dq19PX1JSWO8YUXXqCrqwuAK664QrLpBUEQBEEAwJbuBUwGLr74Yj744ANAWV4+/elPp3lFMf785z+b29IwenTifenRarfL5aKsrCzhv/Lyck444QQ+/elPm8OsjoWkugiCIAiCMBQi0seBiy++mH/9138FMkuk67puinSr1Sp+6GNwzjnnDLrN5/Nx6NAhDh06NOi+J598kscee+yYUZY+n48nnngCUEOT4iM7BUEQBEGY3IhIHwfOOOMM8vLy6Ovr4/nnn0fXdSyW9DuN3nrrLXM4z4UXXkhFRUWaV5S5nHzyyTz66KO8/PLLtLW10draSltbm/lfMBhM2H/NmjV89atf5e677z5qI+6zzz5Lb28vAFdeeaXZnCoIgiAIgiAifRxwOBysWLGCJ598kpaWFj788MOMiDmUbPSRsXLlSlauXDnodsMw6O3tpa2tjXfffZebbrqJUCjEL3/5S+rr6/n6178+5PM98sgj5rZcxRAEQRAEIZ70l3MnCfFRjJmQ8hIIBEyR6Ha7ueKKK9K8ouxF0zQKCgqYMWMG1113Hb/5zW/M+77xjW8k+M6jeDwe/va3vwFQUlLCBRdcMG7rFQRBEAQh8xGRPk5kWl76888/T0dHB6BSRfLz89O8oonDZz7zGX7wgx+YP99000289tprCfs8/fTT9Pf3A3DVVVdht9vHdY2CIAiCIGQ2ItLHiVmzZjFjxgwA3njjDfr6+tK6HrG6pJbvfOc7fP7znwfUVYsrrriCbdu2mfdLqosgCIIgCMdCRPo4Ek3vCAaDrF27Nm3r6O3tZc2aNQCUlpYmVPmF5KBpGr/+9a/Nv21XVxeXXHIJjY2N9PX18dRTTwEqR//cc89N40oFQRAEQchERKSPI5niS1+zZg1erxeAq6++WqwWKcJut/OXv/zFbBI+cOAAl156KQ899JD591+5ciU2m/RvC4IgCIKQiIj0ceS8884zBVk6RboMMBo/8vPzeeqpp5g6dSoAGzZs4B/+4R/M+8XqIgiCIAjCUIhIH0cKCgo444wzANi1axf79u0b9zW0tbXx4osvAlBfX8+ZZ5457muYbFRVVfHMM89QVFQEQDgcBqCyspKzzz47jSsTBEEQBCFTEZE+zsRPlUxHysvTTz9tisTrrrsuI4YqTQYWLFjAE088gcPhMG+7+uqrjzmRVBAEQRCEyYsotHEm3b70aMMoiNVlvFm+fDl/+MMfsNlsuFwubr/99nQvSRAEQRCEDEU61saZpUuXUlpaSnt7Oy+99BLBYHDcGjf37NnDhg0bAFiyZAmLFi0al9cVYqxevZozzjgDu91OdXV1upcjCIIgCEKGIpX0ccZqtXLhhRcC0NPTw7p168bttR966CFzW6ro6aO+vl4EuiAIgiAIx0REehqI96WPl+XFMIyEVJfVq1ePy+sKgiAIgiAII0dEehpIh0h/7bXX2L59OwDnnHOOGQkoCIIgCIIgZB4i0tNATU2N6Qd/7733aG9vT+nrNTQ0JORxi9VFEARBEAQhsxGRniaiKS+GYZi55amgt7eXyy67jObmZgBOOeUUbrrpppS9niAIgiAIgjB2RKSnifgoxlTlpYfDYa677jo2bdoEwMyZM/n1r3+dkNUtCIIgCIIgZB4SwZgmzjrrLFwuFz6fj+eeew7DMNA0Lamv8fWvf52nnnoKgKKiIp588klcLldSX0MQBEEQBEFIPlJJTxNut5vly5cDcPjwYTZu3JjU57/nnnv4r//6LwBsNhuPPfYYc+fOTeprCIIgCIIgCKlBRHoaibe8fPzjH+fll19OyvM+//zzfPnLXzZ//vWvf815552XlOcWBEEQBEEQUo+I9DTymc98hmnTpgHQ0tLChRdeyI9//GN0XR/1c27dupWrr76acDgMKMvLLbfckozlCoIgCIIgCOOEiPQ0UlxczHvvvWfmpuu6zv/7f/+Pyy+/nI6OjhE/X2trK5dddhk9PT0AXHHFFdx1111JXbMgCIIgCIKQekSkp5mysjKefvppfvCDH5iNo08//TRLly5l/fr1w34en8/Hpz71Kfbt2wfASSedxAMPPIDVak3JugVBEARBEITUISI9A7BarXz3u9/lueeeo6ysDIADBw6wbNkyfv3rX2MYxlEfGwwG2bRpEzfffDNvvfUWANXV1Tz55JPk5uaOy/oFQRAEQRCE5CIRjBnEhRdeyAcffMC1117L22+/TSAQ4Itf/CJvvvkm99xzDz6fj48++ogPP/zQ/G/r1q0EAgHzOXJycnjyySepqalJ428iCIIgCIIgjAUR6RlGXV0da9eu5Y477jAjFB944AEef/xxvF7vMR9rsVh44IEHWLp06TisVBAEQRAEQUgVItIzEIfDwc9+9jOWLVvG5z73OXp7e4cU6BaLhblz53LCCSdwwgkncPnll7Nw4cI0rFgQBEEQBEFIJiLSM5hVq1axZMkSbr75Znbv3s3ChQs54YQTWLJkCSeccAILFy7E7Xane5mCIAiCIAhCkhGRnuHMmTOHt99+O93LEARBEARBEMYRSXcRBEEQBEEQhAxDRLogCIIgCIIgZBgi0gVBEARBEAQhwxCRLgiCIAiCIAgZhoh0QRAEQRAEQcgwRKQLgiAIgiAIQoYhIl0QBEEQBEEQMgwR6YIgCIIgCIKQYYhIFwRBEARBEIQMQ0S6IAiCIAiCIGQYItIFQRAEQRAEIcMQkS4IgiAIgiAIGYaIdEEQBEEQBEHIMESkC4IgCIIgCEKGISJdEARBEARBEDIMEemCIAiCIAiCkGGISBcEQRAEQRCEDENEuiAIgiAIgiBkGCLSBUEQBEEQBCHD0AzDMNK9CEEQBEEQBEEQYkglXRAEQRAEQRAyDBHpgiAIgiAIgpBhiEgXBEEQBEEQhAxDRLogCIIgCIIgZBgi0gVBEARBEAQhwxCRLgiCIAiCIAgZhoh0QRAEQRAEQcgwRKQLgiAIgiAIQoYhIl0QBEEQBEEQMgwR6YIgCIIgCIKQYYhIFwRBEARBEIQMQ0T6BMPj8QBgGEaaVyIcj7a2NkKhULqXIQyDbdu2sXv37nQvQzgGTU1N/PSnP+X3v/89e/bsSfdyBGFC0NjYyJ/+9CfefPPNdC9lUiIifYLQ1NTEZz7zGb7zne8AoGlamlckHI2mpia++MUv8i//8i80NzeneznCMWhqauKrX/0qN910E6+//nq6lyMchSeffJLrr78ewzDYsGED//3f/827776b7mUJR6GxsZF7772XZ599lp6ennQvRxhAtMj39NNPc+2117Jjxw7uuusu/vVf/5VNmzaleXWTCxHpE4D/+q//4tprr2XhwoX8x3/8R7qXIxyDw4cP80//9E9MnTqV733ve1RVVQFy5SMT+fd//3euvfZaZs2axRlnnGFe9dB1Pc0rEwaybt06brnlFr7xjW/wrW99C7vdTnd3d7qXJQzBU089xY033kh7ezsPPfQQP/nJT3jllVcAeW9lCtEi3/vvv89tt93Gj370I372s59hsVh48MEH5cRqHBGRnuW88MILPPvss3zta1/jG9/4BgBerzfNqxKOxvr165k7dy7f/OY3KSoqorGxEZArH5nGf/zHf3D48GEeeOABvvzlL7NixQpefvllACwW+djMJNrb22lvb8fpdAJQVVWF1+s1fxYyi/Xr1/OlL32JO++8k7vuuotZs2Zx//3309XVhcVikYJFGom3X3Z0dNDc3ExlZSWGYTBr1iwuuugidF3nkUceSeMqJxe2dC9AGBuLFi3i4osvprGxkXfeeYc//vGPlJaWUlFRwerVqykrK0v3EgVUhchisRAMBqmtrWXHjh386Ec/wuFwUFVVxdlnn83HP/7xdC9TiPCFL3yBnJwcQB273NxcKisraWpqorKyMs2rm7x0dXXx2GOPcfHFF1NbWwtAaWkpJ554Ips3b+bw4cPs2bOHjRs3YhgGGzdu5KqrrqKuri7NKxcAWlpa2Lt3L5/4xCfQdZ3Kykqqq6vZunUrDzzwAF/60pekYJEGOjs7+dWvfoWmacyaNYsrr7ySkpISdF3n/fff54ILLgCU3ti9ezdvv/02hw8fpqamJs0rn/hISSiL6Orq4ne/+x2HDh0yb6uqqmLJkiW8/vrr3HnnnZxxxhmcc845rF+/nt/97ndmpVYYXwYeq2j1taWlhba2NtasWcNll13GXXfdRW1tLX/+85/ZvHlzOpc8aRnqfRUV6KFQCIvFwtSpU9m8ebNZnZVq3/jz6quvcsstt3DPPffw4osv4vf7zfs+97nPceutt7Jv3z5ycnJ49dVXueGGG+ju7uaJJ55I36InMUO9ryoqKsjNzWXt2rUEAgEAcnNzOeecc9i8eTMHDhxI13InLX//+99ZvXo1NpuN2bNn8/e//50f//jHANxyyy08/vjjdHV1AWC325k3bx5Wq1XsZOOEVNKzhFdffZVf/OIXHDhwAKvVynXXXWcKhtNPPx2v18vSpUuprq4GlHj/05/+xMGDB03fszA+HOtYffKTn+SGG26gtLSU22+/ncLCQm666SY8Hg8vvfQSixYtSvPqJxfHOlYANpsNwzCYN28e5eXlvPbaa1xxxRVS7UsDnZ2drF69moKCAu6//35OP/105s2bB4DVasVqteLxeLjtttsAOO2003jmmWdwOByAOrGS4zY+HOt99X//7//la1/7Gk1NTZSXl7N27VpuueUWtm7dKlbNcaavr4/9+/fzpS99iU9+8pMALF68mG9/+9u0t7ezdOlSzjjjDL773e9y9913A6qavmnTJjNJTkgtUknPEqJfUP/yL//C888/z759+8z7cnNzWbFiBdXV1WZ1YtasWXzwwQfyoZcGjnasDMOgtraWK6+8Ep/PR29vL6COX1dXF4WFheZ+wvhwrPdVFE3T6O3tZfr06QSDwTSscnLS3NxMS0uL+fPHP/5xzjvvPC666CJqampYs2YNfX19gDpGJSUl7N69m927dxMKhWhsbGTnzp3mJXkR6OPHwPfV3r17AfXZNm3aNP75n/+Z8847D4fDwb333suqVat4//3307zqyUH8+8rtdrNixQqWL19u3t/T00NhYSG5ubkAfPe732XLli389re/5ciRI+zZs4epU6eK7W+ckEp6htLc3IymaVRUVADqC8rj8VBSUsILL7zAmjVrqK2tJS8vD8B8Q0WrRtu2bWPWrFnMmjUrPb/AJGKkx+qLX/wi7733Hg899BAXX3wxpaWlNDQ0cN555wEiJlLJSI9VlPz8fAzD4MMPP2TVqlVmj4GQfILBIN/73vfYuHEj5eXlnH322XziE5+guroau90OwO23384dd9zBWWedxZlnnomu69jtdr785S/z+OOPs2bNGvbv388NN9zAZZddlubfaOJzvPfV3/72N+rq6sz31fz585k/fz6XXnopAO+++y7z5s1j2rRp6foVJjxDva8uu+wyFi5cCMSuNDmdTnJycrBarYTDYUpKSvjBD37As88+yx133MHBgwf57Gc/a/aECKlFRHqGMZovqKio6+3tZf369bz44ou89dZbfOELX5DGjhQyWjHhcDi48847efHFF7n77rs5cOAAq1evZsWKFWn+jSYuY3lfRQX5xz72MZ566ilCoRA2m3x0popnn32W7u5u/va3v7F27VreeOMN7rrrLu6++25TOMyaNYtly5bx6KOPMmfOHMrLywG48sorOeecc9i1axdLliwxewuE1DCW95Xf7+fQoUPcc889rFu3jq985Su4XK50/joTmqHeVz/+8Y9NG0uUl156KeH4AZx11lmcddZZbN++nfr6etxu93gvf9IipaAMI/6N9OlPf5pDhw5x1113AQz5BdXW1mY+Nj8/n23btlFQUMCTTz7JNddck65fY1IwmmNltVoBWLhwIV/5ylf44Q9/yN/+9jc+97nPpfNXmfCM5X0VrZifdtpp/PrXvxaBngJ8Pp9p89q9ezcFBQXYbDbOP/98Pv/5z7N//37+8pe/ABAOhwG49dZbaW1tZePGjTzxxBP89re/BVTay+mnny4CfRwYy/vK6XTS09PD3Llzeeqpp7jqqqvS9WtMWEbyvgoGgxiGwZYtW7jooosAdXzjG6/nzZsnAn2cEZGeASTjC+o3v/kNALfddht33HHHoMv1QnJIxrH63e9+Zz5fVVWVVI9SRLKPVW1trWRvJ5mGhgb+6Z/+ie9///v88Ic/xOv1kp+fT1VVFb29vWiaRl1dHZ///Of57W9/a16JAlWUOPXUU7nzzjv5j//4D/HIjhPJPKE68cQTueWWW+T7KsmM9n3l9XopKiqiq6uLr3zlK/zbv/2bfD+lGRHpaSSZX1DRBBep8qWGZB6rKVOmpPm3mdjIscoOnnjiCf7hH/6BOXPmcOONN7Jjxw5+97vfMWvWLN577z2am5vNfc8991xmzJjBY489BqhozHvuuYcHHniA22+/nddff1285ykmFSdU0n+TfMbyvtq7dy+vv/46P/rRj5g1axYvv/yyzO9IMyLS04R8QWUPcqyyBzlW2cORI0e47bbb+PKXv8yiRYu46667eOihh1i2bBkFBQU89dRTCfnMlZWV5iV5m83GwoULeeaZZ7jlllvS+4tMAuR9lT2M5n0VTYWzWCzceuutrFmzhn/8x39M428hRBGRnibkCyp7kGOVPcixyh5WrlxpRr8Fg0GsVivTp08nFApxyy238P7777N27Vr8fj85OTlmTGm0+nr22WdTUlKSzl9h0iDvq+xhtO8rUJ7z2267jaKiojT+BkI84o1IEytXrjQvBQ71RvrZz35GfX09l1xyyVG/oITxQY5V9iDHKnuIWokMw8But9PW1oamaTgcDk466SQ++clP8txzz/Hyyy8TCoU4cuQICxYsSPOqJyfyvsoeRvO+isYwSqxs5iEiPU3IF1T2IMcqe5BjlX1Ehdy6deuYPn26mYC0cuVKzjrrLN588016e3v5zGc+k8ZVTm7kfZV9yPtqYiAiPc3IGyl7kGOVPcixyh7C4TBWq5WdO3dy4YUXAvDII4/Q19fH5z73OVauXJnmFQpR5H2VPcj7amIgIj3NyBspe5BjlT3IscoerFYroVAIn89Hc3Mzt956K0eOHOF73/teupcmDEDeV9mDvK8mBiLS04y8kbIHOVbZgxyr7GLv3r2888477Nq1i+uvv56bbrop3UsShkDeV9mFvK+yH82ITiUQ0sbOnTu54YYbKC0tlTdShiPHKnuQY5U9hEIhHn74YVatWiUDozIceV9lD/K+yn5EpGcA8kbKHuRYZQ9yrAQh+cj7ShDGDxHpgiAIgiAIgpBhSCimIAiCIAiCIGQYItIFQRAEQRAEIcMQkS4IgiAIgiAIGYaIdEEQBEEQBEHIMESkC4IgCIIgCEKGISJdEARBEARBEDIMEemCIAiCIAiCkGGISBcEQRDGxMknn8zJJ5/Mk08+me6lCIIgTBhEpAuCIGQBt912mymGr7vuuoT7urq6WLZsmXn/L37xi6S//pNPPmk+vyAIgpB6RKQLgiBkGbt27eKDDz4wf37iiSfw+/1pXJEgCIKQbESkC4IgZBE2mw2Ahx9+GIBwOMyjjz5q3h5Pd3c3P/nJT7j00ks57bTTuOiii/jOd75DU1OTuc+9997LySefzOWXX86LL77IypUrOeuss7j11lvZv38/AN///vf5wQ9+YD4mWlG/9957E16vr6+PH/zgByxfvpxLLrmE3/72t8n+9QVBECYNItIFQRCyiDlz5lBTU8PatWtpbm7mtddeo6mpifPPPz9hP7/fz2233cZf/vIX2traqK+vp7+/n2eeeYbPfvazdHZ2Juzf0tLCt7/9bTRNw+/3s2HDBn74wx8CUFtbS01NjbnvokWLWLRoEVOmTEl4jl/+8pe8/fbb2O12Wltbueeee3jnnXdS9JcQBEGY2IhIFwRByCIsFgtXX321WUGPVtSvvfbahP2ee+459uzZA8BPfvITHnnkEX73u99hsVhobW3lkUceSdg/HA7zb//2bzz66KOm5/2jjz7C5/Nxyy23cMstt5j73n///dx///186lOfSniOuXPn8uSTTyZU9t97772k/v6CIAiTBRHpgiAIWcYVV1yB2+3mkUceYf369cyfP58lS5Yk7LN161YAXC4X5557LgDz5s2jvr4+4f4oeXl5nHPOOQDMmDHDvH1gxf1YXHDBBdjtdoqKiigpKQGgo6NjZL+cIAiCAIhIFwRByDry8/O55JJL6O/vBwZX0Uf7nFGsVqu5bRjGmJ5jJI8XBEEQYohIFwRByEKuueYaAIqLi7nooosG3b9gwQIAfD4fa9euBWD79u0cOHAg4f7h4nK5zG2v1zuaJQuCIAgjYHAcgCAIgpDxzJo1i5deegmr1YrD4Rh0/8UXX8wDDzzAnj17uOOOO6ivr+fw4cPouk55ebkp8ofLtGnTzO2rr76asrIyvvrVr3LiiSeO8TcRBEEQhkIq6YIgCFlKYWEheXl5Q97ndDq57777TEF94MABcnJyuOSSS/j9739PcXHxiF5r9uzZ3HLLLZSWltLU1MTmzZvp7e1Nxq8hCIIgDIFmiGFQEARBEARBEDIKqaQLgiAIgiAIQoYhIl0QBEEQBEEQMgwR6YIgCIIgCIKQYYhIF4T/v906FgAAAAAY5G89jR1FEQDAjKQDAMCMpAMAwIykAwDAjKQDAMCMpAMAwIykAwDAjKQDAMBMe6GV+K7iXkMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 24\n",
    "eval_model(\n",
    "    model=my_model_ice,\n",
    "    n=n,\n",
    "    actual_series=series_ice_transformed[\n",
    "        train_ice.end_time() - (2 * n - 1) * train_ice.freq :\n",
    "    ],\n",
    "    val_series=val_ice_transformed,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Backtesting\n",
    "Let's backtest our `TFTModel` model, to see how it performs with a forecast horizon of 12 months over the last 2 years:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d07f106ef1804783b2960502dd83d2b9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "87caadb2ff92406ba7dbe2235fcdac03",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2f548e656dd748d9855030bb6c3d6cdf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute the backtest predictions with the two models\n",
    "last_points_only = False\n",
    "backtest_series_ice = my_model_ice.historical_forecasts(\n",
    "    series_ice_transformed,\n",
    "    num_samples=num_samples,\n",
    "    start=training_cutoff_ice,\n",
    "    forecast_horizon=forecast_horizon_ice,\n",
    "    stride=1 if last_points_only else forecast_horizon_ice,\n",
    "    retrain=False,\n",
    "    last_points_only=last_points_only,\n",
    "    overlap_end=True,\n",
    "    verbose=True,\n",
    ")\n",
    "\n",
    "backtest_series_ice = (\n",
    "    concatenate(backtest_series_ice)\n",
    "    if isinstance(backtest_series_ice, list)\n",
    "    else backtest_series_ice\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE: 5.32%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_backtest(\n",
    "    backtest_series=backtest_series_ice,\n",
    "    actual_series=series_ice_transformed[\n",
    "        train_ice.start_time() - 2 * forecast_horizon_ice * train_ice.freq :\n",
    "    ],\n",
    "    horizon=forecast_horizon_ice,\n",
    "    start=training_cutoff_ice,\n",
    "    transformer=transformer_ice,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explainability\n",
    "Let's try to understand what our `TFTModel` model has learned. It would be nice to see the feature importance and how much the model attentds to past and future input.\n",
    "\n",
    "The `TFTExplainer` does exactly that! You can find the documentation [here](https://unit8co.github.io/darts/generated_api/darts.explainability.tft_explainer.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from darts.explainability import TFTExplainer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To instantiate the explainer we have two options:\n",
    "- pass a custom background series input to be used as the default input for explanation.\n",
    "- let the explainer load the background from the model automatically. This is only possible if the model was trained on a single target series (as in our case)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer = TFTExplainer(my_model_ice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can generate the explanations with `explain()`. For this we again have two options:\n",
    "- pass a custom foreground series input to be explained\n",
    "- don't pass any foreground to explain the background"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7218380ecc11445e97a6eac5c7db45e3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explainability_result = explainer.explain()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the feature importances:\n",
    "- encoder feature importance: contains past target, past covariates and \"historic\" future covariates (the values of future covariates in the input chunk)\n",
    "- decoder fetaure importance: contains \"future\" future covariates (the values of future covariates in the output chunk)\n",
    "- static covariates importance: the importances of the static variables (only displayed if the model was trained on `series` with static covariates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explainer.plot_variable_selection(explainability_result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, the past history of ice cream sales is the most important feature in the encoder.\n",
    "The cyclic encoding of the month also helped in the encoder and decoder to learn seasonal patterns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the attention (weights) that the model put on past and future input.\n",
    "\n",
    "We have multiple plotting options:\n",
    "\n",
    "`plot_type`\n",
    "- \"time\" - plots the attention aggregated over all predictions steps\n",
    "- \"all\" - plots the attention for each prediction step individually (ranges from `1` until `output_chunk_length`)\n",
    "- \"heatmap\" - plots all the attention for each prediction step as a heatmap\n",
    "\n",
    "`show_index_as`\n",
    "- \"relative\" - sets the x-axis relative to the first predicted time step, ranging from `-input_chunk_length` until `output_chunk_length - 1`. `0` indicates the first predicted time step (highlighted by a dashed line).\n",
    "- \"time\" - Uses the actual time index on the x-axis. The dashed line highlights the first predicted time step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Attention per Horizon'}, xlabel='Index relative to first prediction point', ylabel='Attention'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainer.plot_attention(explainability_result, plot_type=\"time\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see interesting attention areas:\n",
    "- maximum attention at relative index -12. This indicates a yearly seasonality which makes sense for ice cream sales.\n",
    "- high attention at the start (-36) of the input chunk: this is probably both from catching the value range of current input and the seasonality (-3 years)\n",
    "- higher attention towards the end (-1) of the input chunk: the model puts attention on the recent past\n",
    "- attention on future input (we look at this more in the next plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Mean Attention'}, xlabel='Index relative to first prediction point', ylabel='Attention'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainer.plot_attention(explainability_result, plot_type=\"all\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the output chunk (index 0 - 11), we see that the model only attends to the past relative of each horizon. This is because `TFTModel` uses `full_attention=False` by default. When setting this to `True`, the model will also attend to current, and future input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Attention Heat Map'}, xlabel='Index relative to first prediction point', ylabel='Horizon'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainer.plot_attention(explainability_result, plot_type=\"heatmap\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also get the values directly from the `exlainability_result`. You can find the documentation [here](https://unit8co.github.io/darts/generated_api/darts.explainability.explainability_result.html#darts.explainability.explainability_result.TFTExplainabilityResult)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>darts_enc_fc_cyc_month_sin</th>\n",
       "      <th>heater</th>\n",
       "      <th>darts_enc_fc_cyc_month_cos</th>\n",
       "      <th>ice cream</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.8</td>\n",
       "      <td>84.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   darts_enc_fc_cyc_month_sin  heater  darts_enc_fc_cyc_month_cos  ice cream\n",
       "0                         3.7     4.8                         6.8       84.7"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainability_result.get_encoder_importance()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>darts_enc_fc_cyc_month_sin</th>\n",
       "      <th>darts_enc_fc_cyc_month_cos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10.2</td>\n",
       "      <td>89.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   darts_enc_fc_cyc_month_sin  darts_enc_fc_cyc_month_cos\n",
       "0                        10.2                        89.8"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainability_result.get_decoder_importance()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainability_result.get_static_covariates_importance()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also extract the attention as a TimeSeries, and plot it against the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "attention = explainability_result.get_attention().mean(axis=1)\n",
    "\n",
    "time_intersection = train_ice_transformed.time_index.intersection(attention.time_index)\n",
    "\n",
    "train_ice_transformed[time_intersection].plot()\n",
    "attention.plot(label=\"mean_attention\", max_nr_components=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Some more information\n",
    "\n",
    "Although we have only looked at a single univariate forecasting example, the `TFTExplainer` can be seemlessly applied to multivariate and / or multiple `TimeSeries` use cases."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
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